{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests \n",
    "key =\"e5cc0556e070031c64281b8a65bd4bb7\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '1', 'geocodes': [{'formatted_address': '广东省广州市从化区中山大学南方学院', 'country': '中国', 'province': '广东省', 'citycode': '020', 'city': '广州市', 'district': '从化区', 'township': [], 'neighborhood': {'name': [], 'type': []}, 'building': {'name': [], 'type': []}, 'adcode': '440117', 'street': [], 'number': [], 'location': '113.679287,23.632575', 'level': '兴趣点'}]}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>formatted_address</th>\n",
       "      <th>country</th>\n",
       "      <th>province</th>\n",
       "      <th>citycode</th>\n",
       "      <th>city</th>\n",
       "      <th>district</th>\n",
       "      <th>township</th>\n",
       "      <th>adcode</th>\n",
       "      <th>street</th>\n",
       "      <th>number</th>\n",
       "      <th>location</th>\n",
       "      <th>level</th>\n",
       "      <th>neighborhood.name</th>\n",
       "      <th>neighborhood.type</th>\n",
       "      <th>building.name</th>\n",
       "      <th>building.type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广东省广州市从化区中山大学南方学院</td>\n",
       "      <td>中国</td>\n",
       "      <td>广东省</td>\n",
       "      <td>020</td>\n",
       "      <td>广州市</td>\n",
       "      <td>从化区</td>\n",
       "      <td>[]</td>\n",
       "      <td>440117</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>113.679287,23.632575</td>\n",
       "      <td>兴趣点</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   formatted_address country province citycode city district township  adcode  \\\n",
       "0  广东省广州市从化区中山大学南方学院      中国      广东省      020  广州市      从化区       []  440117   \n",
       "\n",
       "  street number              location level neighborhood.name  \\\n",
       "0     []     []  113.679287,23.632575   兴趣点                []   \n",
       "\n",
       "  neighborhood.type building.name building.type  \n",
       "0                []            []            []  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中大南方地理编码: 113.679287,23.632575\n"
     ]
    }
   ],
   "source": [
    "def geocode(address,city=None,batch=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/geocode/geo?parameters'\n",
    "    params={\n",
    "        'key': key,\n",
    "        'address':address,\n",
    "        'city':city,\n",
    "        'batch':batch,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "中大南方 = geocode(address='广州市中山大学南方学院')\n",
    "print(中大南方)\n",
    "df_中大南方地理编码 = pd.json_normalize(中大南方['geocodes'])\n",
    "display(df_中大南方地理编码)\n",
    "中大南方地理编码 = 中大南方['geocodes'][0]['location']\n",
    "print(\"中大南方地理编码:\",中大南方地理编码)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'regeocode': {'roads': [{'id': '020F49F0050461203', 'location': '113.68,23.634', 'direction': '南', 'name': '博学路', 'distance': '156.951'}, {'id': '020F49F0050462451', 'location': '113.677,23.6347', 'direction': '东南', 'name': '中山路', 'distance': '343.951'}, {'id': '020F49F006047765', 'location': '113.682,23.6394', 'direction': '南', 'name': 'S29从莞深高速', 'distance': '807.947'}], 'roadinters': [{'second_name': '中山路', 'first_id': '020F49F0050461203', 'second_id': '020F49F0050462451', 'location': '113.6767944,23.63466139', 'distance': '343.951', 'first_name': '博学路', 'direction': '东南'}], 'formatted_address': '广东省广州市从化区温泉镇中山大学南方学院', 'addressComponent': {'city': '广州市', 'province': '广东省', 'adcode': '440117', 'district': '从化区', 'towncode': '440117103000', 'streetNumber': {'number': '7号', 'location': '113.6786,23.6333289', 'direction': '西北', 'distance': '109.203', 'street': '博学路'}, 'country': '中国', 'township': '温泉镇', 'businessAreas': [{'location': '113.64893,23.636205', 'name': '温泉', 'id': '440117'}], 'building': {'name': [], 'type': []}, 'neighborhood': {'name': [], 'type': []}, 'citycode': '020'}, 'aois': [{'area': '536585.849985', 'type': '141201', 'id': 'B00140MR9A', 'location': '113.679262,23.632583', 'adcode': '440117', 'name': '中山大学南方学院', 'distance': '0'}], 'pois': [{'id': 'B00140MR9A', 'direction': '西', 'businessarea': '温泉', 'address': '温泉大道882号', 'poiweight': '0.450402', 'name': '中山大学南方学院', 'location': '113.679262,23.632583', 'distance': '2.69979', 'tel': '020-61787326;020-61787333', 'type': '科教文化服务;学校;高等院校'}, {'id': 'B0FFF2VMJ4', 'direction': '东南', 'businessarea': '温泉', 'address': '温泉大道886号中山大学南方学院内', 'poiweight': '0.148531', 'name': '中山大学南方学院-综合楼', 'location': '113.680117,23.631544', 'distance': '142.466', 'tel': [], 'type': '科教文化服务;学校;学校'}, {'id': 'B0FFFTC9PH', 'direction': '东北', 'businessarea': '温泉', 'address': '博学路附近', 'poiweight': '0.193172', 'name': '中山大学南方学院教学楼10号', 'location': '113.680125,23.633492', 'distance': '132.988', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00141TQKX', 'direction': '西北', 'businessarea': '温泉', 'address': '温泉大道882', 'poiweight': '0.148531', 'name': '中山大学南方学院教学楼6号', 'location': '113.678424,23.633710', 'distance': '153.818', 'tel': [], 'type': '科教文化服务;学校;学校'}, {'id': 'B00141WQCO', 'direction': '东北', 'businessarea': '温泉', 'address': '博学路附近', 'poiweight': '0.14954', 'name': '中山大学南方学院教学楼8号', 'location': '113.680399,23.634329', 'distance': '225.543', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00141TRVH', 'direction': '西南', 'businessarea': '温泉', 'address': '博学路21', 'poiweight': '0.148531', 'name': '中山大学南方学院教学楼2号', 'location': '113.677060,23.631346', 'distance': '264.846', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFKP9ET5', 'direction': '西南', 'businessarea': '温泉', 'address': '博学路附近', 'poiweight': '0.191742', 'name': '中山大学南方学院1号实验楼', 'location': '113.678215,23.631370', 'distance': '172.86', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00140TWHT', 'direction': '南', 'businessarea': '温泉', 'address': '笃行路2', 'poiweight': '0.157653', 'name': '教工住宅1号', 'location': '113.678490,23.630432', 'distance': '251.758', 'tel': [], 'type': '商务住宅;住宅区;住宅小区'}, {'id': 'B0FFHC4XU0', 'direction': '南', 'businessarea': '温泉', 'address': '温泉大道886号', 'poiweight': '0.158426', 'name': '中山大学南方学院学术交流中心', 'location': '113.679959,23.630496', 'distance': '241.095', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFLBEOND', 'direction': '东南', 'businessarea': '温泉', 'address': [], 'poiweight': '0.190963', 'name': '聚贤楼10号', 'location': '113.681253,23.631036', 'distance': '263.444', 'tel': [], 'type': '商务住宅;住宅区;宿舍'}, {'id': 'B0FFHJFHVN', 'direction': '北', 'businessarea': '温泉', 'address': '温泉镇温泉大道', 'poiweight': '0.210336', 'name': '中山大学南方学院第五食堂', 'location': '113.679234,23.634647', 'distance': '230.464', 'tel': [], 'type': '餐饮服务;中餐厅;中餐厅'}, {'id': 'B0FFJLW0O9', 'direction': '西', 'businessarea': '温泉', 'address': '博学路4附近', 'poiweight': '0.191645', 'name': '中山大学南方学院西区饭堂', 'location': '113.676210,23.632177', 'distance': '316.572', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFJBZLYT', 'direction': '西北', 'businessarea': '温泉', 'address': '中山路与博学路交叉口东南50米', 'poiweight': '0.297382', 'name': '铜像广场', 'location': '113.676921,23.634555', 'distance': '326.444', 'tel': [], 'type': '风景名胜;风景名胜;风景名胜'}, {'id': 'B0FFG8CSEK', 'direction': '东', 'businessarea': '温泉', 'address': '温泉镇', 'poiweight': '0.185371', 'name': 'L5员工宿舍', 'location': '113.682583,23.631487', 'distance': '356.923', 'tel': [], 'type': '商务住宅;住宅区;宿舍'}, {'id': 'B0FFKPXO2S', 'direction': '北', 'businessarea': '温泉', 'address': '博学路附近', 'poiweight': '0.188247', 'name': '中山大学南方学院医务室', 'location': '113.679394,23.635924', 'distance': '372.556', 'tel': [], 'type': '医疗保健服务;医疗保健服务场所;医疗保健服务场所'}, {'id': 'B0FFHHLMF8', 'direction': '东北', 'businessarea': '温泉', 'address': '中山大学南方学院明辩路2号第三饭堂', 'poiweight': '0.178935', 'name': '茗语轩餐厅', 'location': '113.681901,23.634495', 'distance': '341.332', 'tel': '13929501395', 'type': '餐饮服务;中餐厅;中餐厅'}, {'id': 'B0FFGXGN3K', 'direction': '东', 'businessarea': '温泉', 'address': [], 'poiweight': '0.188657', 'name': '中山大学南方学院宿舍H25', 'location': '113.683474,23.632020', 'distance': '430.984', 'tel': [], 'type': '商务住宅;住宅区;宿舍'}, {'id': 'B0FFGQ2UG9', 'direction': '东', 'businessarea': '温泉', 'address': '温泉镇', 'poiweight': '0.189884', 'name': 'H23学生宿舍楼', 'location': '113.684021,23.633311', 'distance': '489.185', 'tel': [], 'type': '商务住宅;住宅区;宿舍'}, {'id': 'B0FFGBBC19', 'direction': '东', 'businessarea': '温泉', 'address': '温泉镇', 'poiweight': '0.2587', 'name': '保利桃花源', 'location': '113.685212,23.633333', 'distance': '609.461', 'tel': '020-37918888', 'type': '商务住宅;住宅区;别墅'}, {'id': 'B00140U844', 'direction': '西南', 'businessarea': '温泉', 'address': '博学路24', 'poiweight': '0.203285', 'name': '学生宿舍H-5', 'location': '113.677267,23.629149', 'distance': '433.01', 'tel': [], 'type': '地名地址信息;门牌信息;楼栋号'}, {'id': 'B0FFKQ210C', 'direction': '北', 'businessarea': '温泉', 'address': [], 'poiweight': '0.218258', 'name': '中山大学南方学院聚贤楼7号', 'location': '113.680958,23.636938', 'distance': '514.173', 'tel': [], 'type': '商务住宅;商务住宅相关;商务住宅相关'}, {'id': 'B0FFHVQGBY', 'direction': '南', 'businessarea': '温泉', 'address': [], 'poiweight': '0.170485', 'name': '广州市从化温泉塔洛灯商店', 'location': '113.680212,23.627906', 'distance': '527.663', 'tel': [], 'type': '购物服务;家居建材市场;家居建材市场'}, {'id': 'B0FFLJV95W', 'direction': '东北', 'businessarea': '温泉', 'address': [], 'poiweight': '0.28899', 'name': '中山大学南方学院12BLOCK', 'location': '113.682608,23.636598', 'distance': '560.894', 'tel': [], 'type': '科教文化服务;学校;高等院校'}, {'id': 'B0FFG3BJIC', 'direction': '南', 'businessarea': '温泉', 'address': '乌土村老虎形队街9号', 'poiweight': '0.235172', 'name': '广州鸣汇公寓', 'location': '113.680361,23.621271', 'distance': '1261.75', 'tel': '15817146669', 'type': '住宿服务;住宿服务相关;住宿服务相关'}, {'id': 'B0FFG4TAO8', 'direction': '南', 'businessarea': '温泉', 'address': '乌土村松浪队4号(近博学路)', 'poiweight': '0.235524', 'name': '大自然公寓', 'location': '113.675679,23.620840', 'distance': '1355.72', 'tel': '13539475533', 'type': '住宿服务;旅馆招待所;旅馆招待所'}, {'id': 'B00140V8YG', 'direction': '东南', 'businessarea': '温泉', 'address': '从化区', 'poiweight': '0.32949', 'name': '新屋仔', 'location': '113.688302,23.622382', 'distance': '1458.86', 'tel': [], 'type': '地名地址信息;普通地名;村庄级地名'}, {'id': 'B0FFGF9WTH', 'direction': '东北', 'businessarea': '温泉', 'address': '从化区', 'poiweight': '0.196592', 'name': '田螺山隧道', 'location': '113.683736,23.638949', 'distance': '841.305', 'tel': [], 'type': '地名地址信息;交通地名;隧道'}, {'id': 'BZ7WPA0044', 'direction': '西', 'businessarea': '温泉', 'address': '从化区', 'poiweight': '0.174135', 'name': '温泉收费站入口(新丰方向)', 'location': '113.664783,23.637352', 'distance': '1570.13', 'tel': [], 'type': '地名地址信息;交通地名;高速路入口'}, {'id': 'BZ7WPA0045', 'direction': '西', 'businessarea': '温泉', 'address': '从化区', 'poiweight': '0.185433', 'name': '温泉出口(G45大广高速东北向)', 'location': '113.663999,23.634687', 'distance': '1575.05', 'tel': [], 'type': '地名地址信息;交通地名;高速路出口'}, {'id': 'B00140SSK2', 'direction': '东南', 'businessarea': '温泉', 'address': '从化区', 'poiweight': '0.388142', 'name': '仙人骑鹤', 'location': '113.685428,23.623576', 'distance': '1180.16', 'tel': [], 'type': '地名地址信息;自然地名;山'}]}, 'info': 'OK', 'infocode': '10000'}\n"
     ]
    },
    {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>status</th>\n",
       "      <th>info</th>\n",
       "      <th>infocode</th>\n",
       "      <th>regeocode.roads</th>\n",
       "      <th>regeocode.roadinters</th>\n",
       "      <th>regeocode.formatted_address</th>\n",
       "      <th>regeocode.addressComponent.city</th>\n",
       "      <th>regeocode.addressComponent.province</th>\n",
       "      <th>regeocode.addressComponent.adcode</th>\n",
       "      <th>regeocode.addressComponent.district</th>\n",
       "      <th>...</th>\n",
       "      <th>regeocode.addressComponent.country</th>\n",
       "      <th>regeocode.addressComponent.township</th>\n",
       "      <th>regeocode.addressComponent.businessAreas</th>\n",
       "      <th>regeocode.addressComponent.building.name</th>\n",
       "      <th>regeocode.addressComponent.building.type</th>\n",
       "      <th>regeocode.addressComponent.neighborhood.name</th>\n",
       "      <th>regeocode.addressComponent.neighborhood.type</th>\n",
       "      <th>regeocode.addressComponent.citycode</th>\n",
       "      <th>regeocode.aois</th>\n",
       "      <th>regeocode.pois</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>OK</td>\n",
       "      <td>10000</td>\n",
       "      <td>[{'id': '020F49F0050461203', 'location': '113....</td>\n",
       "      <td>[{'second_name': '中山路', 'first_id': '020F49F00...</td>\n",
       "      <td>广东省广州市从化区温泉镇中山大学南方学院</td>\n",
       "      <td>广州市</td>\n",
       "      <td>广东省</td>\n",
       "      <td>440117</td>\n",
       "      <td>从化区</td>\n",
       "      <td>...</td>\n",
       "      <td>中国</td>\n",
       "      <td>温泉镇</td>\n",
       "      <td>[{'location': '113.64893,23.636205', 'name': '...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>020</td>\n",
       "      <td>[{'area': '536585.849985', 'type': '141201', '...</td>\n",
       "      <td>[{'id': 'B00140MR9A', 'direction': '西', 'busin...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  status info infocode                                    regeocode.roads  \\\n",
       "0      1   OK    10000  [{'id': '020F49F0050461203', 'location': '113....   \n",
       "\n",
       "                                regeocode.roadinters  \\\n",
       "0  [{'second_name': '中山路', 'first_id': '020F49F00...   \n",
       "\n",
       "  regeocode.formatted_address regeocode.addressComponent.city  \\\n",
       "0        广东省广州市从化区温泉镇中山大学南方学院                             广州市   \n",
       "\n",
       "  regeocode.addressComponent.province regeocode.addressComponent.adcode  \\\n",
       "0                                 广东省                            440117   \n",
       "\n",
       "  regeocode.addressComponent.district  ... regeocode.addressComponent.country  \\\n",
       "0                                 从化区  ...                                 中国   \n",
       "\n",
       "  regeocode.addressComponent.township  \\\n",
       "0                                 温泉镇   \n",
       "\n",
       "            regeocode.addressComponent.businessAreas  \\\n",
       "0  [{'location': '113.64893,23.636205', 'name': '...   \n",
       "\n",
       "  regeocode.addressComponent.building.name  \\\n",
       "0                                       []   \n",
       "\n",
       "  regeocode.addressComponent.building.type  \\\n",
       "0                                       []   \n",
       "\n",
       "  regeocode.addressComponent.neighborhood.name  \\\n",
       "0                                           []   \n",
       "\n",
       "  regeocode.addressComponent.neighborhood.type  \\\n",
       "0                                           []   \n",
       "\n",
       "  regeocode.addressComponent.citycode  \\\n",
       "0                                 020   \n",
       "\n",
       "                                      regeocode.aois  \\\n",
       "0  [{'area': '536585.849985', 'type': '141201', '...   \n",
       "\n",
       "                                      regeocode.pois  \n",
       "0  [{'id': 'B00140MR9A', 'direction': '西', 'busin...  \n",
       "\n",
       "[1 rows x 26 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def regeocode(location,poitype=None,radius=\"3000\",extensions=\"base\",batch=False,roadlevel=None,sig=None,homeorcorp=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/geocode/regeo?parameters'\n",
    "    params={\n",
    "        'key': key,\n",
    "        'location':location,\n",
    "        'poitype':poitype,\n",
    "        'radius':radius,\n",
    "        'extensions':extensions,\n",
    "        'batch':batch,\n",
    "        'roadlevel':roadlevel,\n",
    "        'homeorcorp':homeorcorp,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "中大南方逆地理编码_all = regeocode(中大南方地理编码,extensions=\"all\")\n",
    "print(中大南方逆地理编码_all)\n",
    "df_中大南方逆地理编码_all = pd.json_normalize(中大南方逆地理编码_all)\n",
    "display(df_中大南方逆地理编码_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <td>博学路</td>\n",
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       "                  id         location direction      name distance\n",
       "0  020F49F0050461203    113.68,23.634         南       博学路  156.951\n",
       "1  020F49F0050462451  113.677,23.6347        东南       中山路  343.951\n",
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       "      <td>中山路</td>\n",
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       "  second_name           first_id          second_id                 location  \\\n",
       "0         中山路  020F49F0050461203  020F49F0050462451  113.6767944,23.63466139   \n",
       "\n",
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       "0  536585.849985  141201  B00140MR9A  113.679262,23.632583  440117  中山大学南方学院   \n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>B00140MR9A</td>\n",
       "      <td>西</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉大道882号</td>\n",
       "      <td>0.450402</td>\n",
       "      <td>中山大学南方学院</td>\n",
       "      <td>113.679262,23.632583</td>\n",
       "      <td>2.69979</td>\n",
       "      <td>020-61787326;020-61787333</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B0FFF2VMJ4</td>\n",
       "      <td>东南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉大道886号中山大学南方学院内</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院-综合楼</td>\n",
       "      <td>113.680117,23.631544</td>\n",
       "      <td>142.466</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0FFFTC9PH</td>\n",
       "      <td>东北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.193172</td>\n",
       "      <td>中山大学南方学院教学楼10号</td>\n",
       "      <td>113.680125,23.633492</td>\n",
       "      <td>132.988</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B00141TQKX</td>\n",
       "      <td>西北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉大道882</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院教学楼6号</td>\n",
       "      <td>113.678424,23.633710</td>\n",
       "      <td>153.818</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B00141WQCO</td>\n",
       "      <td>东北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.14954</td>\n",
       "      <td>中山大学南方学院教学楼8号</td>\n",
       "      <td>113.680399,23.634329</td>\n",
       "      <td>225.543</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B00141TRVH</td>\n",
       "      <td>西南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路21</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院教学楼2号</td>\n",
       "      <td>113.677060,23.631346</td>\n",
       "      <td>264.846</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B0FFKP9ET5</td>\n",
       "      <td>西南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>中山大学南方学院1号实验楼</td>\n",
       "      <td>113.678215,23.631370</td>\n",
       "      <td>172.86</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B00140TWHT</td>\n",
       "      <td>南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>笃行路2</td>\n",
       "      <td>0.157653</td>\n",
       "      <td>教工住宅1号</td>\n",
       "      <td>113.678490,23.630432</td>\n",
       "      <td>251.758</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;住宅小区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B0FFHC4XU0</td>\n",
       "      <td>南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉大道886号</td>\n",
       "      <td>0.158426</td>\n",
       "      <td>中山大学南方学院学术交流中心</td>\n",
       "      <td>113.679959,23.630496</td>\n",
       "      <td>241.095</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B0FFLBEOND</td>\n",
       "      <td>东南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.190963</td>\n",
       "      <td>聚贤楼10号</td>\n",
       "      <td>113.681253,23.631036</td>\n",
       "      <td>263.444</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;宿舍</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>B0FFHJFHVN</td>\n",
       "      <td>北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉镇温泉大道</td>\n",
       "      <td>0.210336</td>\n",
       "      <td>中山大学南方学院第五食堂</td>\n",
       "      <td>113.679234,23.634647</td>\n",
       "      <td>230.464</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B0FFJLW0O9</td>\n",
       "      <td>西</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路4附近</td>\n",
       "      <td>0.191645</td>\n",
       "      <td>中山大学南方学院西区饭堂</td>\n",
       "      <td>113.676210,23.632177</td>\n",
       "      <td>316.572</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>B0FFJBZLYT</td>\n",
       "      <td>西北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>中山路与博学路交叉口东南50米</td>\n",
       "      <td>0.297382</td>\n",
       "      <td>铜像广场</td>\n",
       "      <td>113.676921,23.634555</td>\n",
       "      <td>326.444</td>\n",
       "      <td>[]</td>\n",
       "      <td>风景名胜;风景名胜;风景名胜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>B0FFG8CSEK</td>\n",
       "      <td>东</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉镇</td>\n",
       "      <td>0.185371</td>\n",
       "      <td>L5员工宿舍</td>\n",
       "      <td>113.682583,23.631487</td>\n",
       "      <td>356.923</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;宿舍</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>B0FFKPXO2S</td>\n",
       "      <td>北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.188247</td>\n",
       "      <td>中山大学南方学院医务室</td>\n",
       "      <td>113.679394,23.635924</td>\n",
       "      <td>372.556</td>\n",
       "      <td>[]</td>\n",
       "      <td>医疗保健服务;医疗保健服务场所;医疗保健服务场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>B0FFHHLMF8</td>\n",
       "      <td>东北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>中山大学南方学院明辩路2号第三饭堂</td>\n",
       "      <td>0.178935</td>\n",
       "      <td>茗语轩餐厅</td>\n",
       "      <td>113.681901,23.634495</td>\n",
       "      <td>341.332</td>\n",
       "      <td>13929501395</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>B0FFGXGN3K</td>\n",
       "      <td>东</td>\n",
       "      <td>温泉</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.188657</td>\n",
       "      <td>中山大学南方学院宿舍H25</td>\n",
       "      <td>113.683474,23.632020</td>\n",
       "      <td>430.984</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;宿舍</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>B0FFGQ2UG9</td>\n",
       "      <td>东</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉镇</td>\n",
       "      <td>0.189884</td>\n",
       "      <td>H23学生宿舍楼</td>\n",
       "      <td>113.684021,23.633311</td>\n",
       "      <td>489.185</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;宿舍</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>B0FFGBBC19</td>\n",
       "      <td>东</td>\n",
       "      <td>温泉</td>\n",
       "      <td>温泉镇</td>\n",
       "      <td>0.2587</td>\n",
       "      <td>保利桃花源</td>\n",
       "      <td>113.685212,23.633333</td>\n",
       "      <td>609.461</td>\n",
       "      <td>020-37918888</td>\n",
       "      <td>商务住宅;住宅区;别墅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>B00140U844</td>\n",
       "      <td>西南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>博学路24</td>\n",
       "      <td>0.203285</td>\n",
       "      <td>学生宿舍H-5</td>\n",
       "      <td>113.677267,23.629149</td>\n",
       "      <td>433.01</td>\n",
       "      <td>[]</td>\n",
       "      <td>地名地址信息;门牌信息;楼栋号</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>B0FFKQ210C</td>\n",
       "      <td>北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.218258</td>\n",
       "      <td>中山大学南方学院聚贤楼7号</td>\n",
       "      <td>113.680958,23.636938</td>\n",
       "      <td>514.173</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;商务住宅相关;商务住宅相关</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>B0FFHVQGBY</td>\n",
       "      <td>南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.170485</td>\n",
       "      <td>广州市从化温泉塔洛灯商店</td>\n",
       "      <td>113.680212,23.627906</td>\n",
       "      <td>527.663</td>\n",
       "      <td>[]</td>\n",
       "      <td>购物服务;家居建材市场;家居建材市场</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>B0FFLJV95W</td>\n",
       "      <td>东北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.28899</td>\n",
       "      <td>中山大学南方学院12BLOCK</td>\n",
       "      <td>113.682608,23.636598</td>\n",
       "      <td>560.894</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>B0FFG3BJIC</td>\n",
       "      <td>南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>乌土村老虎形队街9号</td>\n",
       "      <td>0.235172</td>\n",
       "      <td>广州鸣汇公寓</td>\n",
       "      <td>113.680361,23.621271</td>\n",
       "      <td>1261.75</td>\n",
       "      <td>15817146669</td>\n",
       "      <td>住宿服务;住宿服务相关;住宿服务相关</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>B0FFG4TAO8</td>\n",
       "      <td>南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>乌土村松浪队4号(近博学路)</td>\n",
       "      <td>0.235524</td>\n",
       "      <td>大自然公寓</td>\n",
       "      <td>113.675679,23.620840</td>\n",
       "      <td>1355.72</td>\n",
       "      <td>13539475533</td>\n",
       "      <td>住宿服务;旅馆招待所;旅馆招待所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>B00140V8YG</td>\n",
       "      <td>东南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>从化区</td>\n",
       "      <td>0.32949</td>\n",
       "      <td>新屋仔</td>\n",
       "      <td>113.688302,23.622382</td>\n",
       "      <td>1458.86</td>\n",
       "      <td>[]</td>\n",
       "      <td>地名地址信息;普通地名;村庄级地名</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>B0FFGF9WTH</td>\n",
       "      <td>东北</td>\n",
       "      <td>温泉</td>\n",
       "      <td>从化区</td>\n",
       "      <td>0.196592</td>\n",
       "      <td>田螺山隧道</td>\n",
       "      <td>113.683736,23.638949</td>\n",
       "      <td>841.305</td>\n",
       "      <td>[]</td>\n",
       "      <td>地名地址信息;交通地名;隧道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>BZ7WPA0044</td>\n",
       "      <td>西</td>\n",
       "      <td>温泉</td>\n",
       "      <td>从化区</td>\n",
       "      <td>0.174135</td>\n",
       "      <td>温泉收费站入口(新丰方向)</td>\n",
       "      <td>113.664783,23.637352</td>\n",
       "      <td>1570.13</td>\n",
       "      <td>[]</td>\n",
       "      <td>地名地址信息;交通地名;高速路入口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>BZ7WPA0045</td>\n",
       "      <td>西</td>\n",
       "      <td>温泉</td>\n",
       "      <td>从化区</td>\n",
       "      <td>0.185433</td>\n",
       "      <td>温泉出口(G45大广高速东北向)</td>\n",
       "      <td>113.663999,23.634687</td>\n",
       "      <td>1575.05</td>\n",
       "      <td>[]</td>\n",
       "      <td>地名地址信息;交通地名;高速路出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>B00140SSK2</td>\n",
       "      <td>东南</td>\n",
       "      <td>温泉</td>\n",
       "      <td>从化区</td>\n",
       "      <td>0.388142</td>\n",
       "      <td>仙人骑鹤</td>\n",
       "      <td>113.685428,23.623576</td>\n",
       "      <td>1180.16</td>\n",
       "      <td>[]</td>\n",
       "      <td>地名地址信息;自然地名;山</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id direction businessarea            address poiweight  \\\n",
       "0   B00140MR9A         西           温泉           温泉大道882号  0.450402   \n",
       "1   B0FFF2VMJ4        东南           温泉  温泉大道886号中山大学南方学院内  0.148531   \n",
       "2   B0FFFTC9PH        东北           温泉              博学路附近  0.193172   \n",
       "3   B00141TQKX        西北           温泉            温泉大道882  0.148531   \n",
       "4   B00141WQCO        东北           温泉              博学路附近   0.14954   \n",
       "5   B00141TRVH        西南           温泉              博学路21  0.148531   \n",
       "6   B0FFKP9ET5        西南           温泉              博学路附近  0.191742   \n",
       "7   B00140TWHT         南           温泉               笃行路2  0.157653   \n",
       "8   B0FFHC4XU0         南           温泉           温泉大道886号  0.158426   \n",
       "9   B0FFLBEOND        东南           温泉                 []  0.190963   \n",
       "10  B0FFHJFHVN         北           温泉            温泉镇温泉大道  0.210336   \n",
       "11  B0FFJLW0O9         西           温泉             博学路4附近  0.191645   \n",
       "12  B0FFJBZLYT        西北           温泉    中山路与博学路交叉口东南50米  0.297382   \n",
       "13  B0FFG8CSEK         东           温泉                温泉镇  0.185371   \n",
       "14  B0FFKPXO2S         北           温泉              博学路附近  0.188247   \n",
       "15  B0FFHHLMF8        东北           温泉  中山大学南方学院明辩路2号第三饭堂  0.178935   \n",
       "16  B0FFGXGN3K         东           温泉                 []  0.188657   \n",
       "17  B0FFGQ2UG9         东           温泉                温泉镇  0.189884   \n",
       "18  B0FFGBBC19         东           温泉                温泉镇    0.2587   \n",
       "19  B00140U844        西南           温泉              博学路24  0.203285   \n",
       "20  B0FFKQ210C         北           温泉                 []  0.218258   \n",
       "21  B0FFHVQGBY         南           温泉                 []  0.170485   \n",
       "22  B0FFLJV95W        东北           温泉                 []   0.28899   \n",
       "23  B0FFG3BJIC         南           温泉         乌土村老虎形队街9号  0.235172   \n",
       "24  B0FFG4TAO8         南           温泉     乌土村松浪队4号(近博学路)  0.235524   \n",
       "25  B00140V8YG        东南           温泉                从化区   0.32949   \n",
       "26  B0FFGF9WTH        东北           温泉                从化区  0.196592   \n",
       "27  BZ7WPA0044         西           温泉                从化区  0.174135   \n",
       "28  BZ7WPA0045         西           温泉                从化区  0.185433   \n",
       "29  B00140SSK2        东南           温泉                从化区  0.388142   \n",
       "\n",
       "                name              location distance  \\\n",
       "0           中山大学南方学院  113.679262,23.632583  2.69979   \n",
       "1       中山大学南方学院-综合楼  113.680117,23.631544  142.466   \n",
       "2     中山大学南方学院教学楼10号  113.680125,23.633492  132.988   \n",
       "3      中山大学南方学院教学楼6号  113.678424,23.633710  153.818   \n",
       "4      中山大学南方学院教学楼8号  113.680399,23.634329  225.543   \n",
       "5      中山大学南方学院教学楼2号  113.677060,23.631346  264.846   \n",
       "6      中山大学南方学院1号实验楼  113.678215,23.631370   172.86   \n",
       "7             教工住宅1号  113.678490,23.630432  251.758   \n",
       "8     中山大学南方学院学术交流中心  113.679959,23.630496  241.095   \n",
       "9             聚贤楼10号  113.681253,23.631036  263.444   \n",
       "10      中山大学南方学院第五食堂  113.679234,23.634647  230.464   \n",
       "11      中山大学南方学院西区饭堂  113.676210,23.632177  316.572   \n",
       "12              铜像广场  113.676921,23.634555  326.444   \n",
       "13            L5员工宿舍  113.682583,23.631487  356.923   \n",
       "14       中山大学南方学院医务室  113.679394,23.635924  372.556   \n",
       "15             茗语轩餐厅  113.681901,23.634495  341.332   \n",
       "16     中山大学南方学院宿舍H25  113.683474,23.632020  430.984   \n",
       "17          H23学生宿舍楼  113.684021,23.633311  489.185   \n",
       "18             保利桃花源  113.685212,23.633333  609.461   \n",
       "19           学生宿舍H-5  113.677267,23.629149   433.01   \n",
       "20     中山大学南方学院聚贤楼7号  113.680958,23.636938  514.173   \n",
       "21      广州市从化温泉塔洛灯商店  113.680212,23.627906  527.663   \n",
       "22   中山大学南方学院12BLOCK  113.682608,23.636598  560.894   \n",
       "23            广州鸣汇公寓  113.680361,23.621271  1261.75   \n",
       "24             大自然公寓  113.675679,23.620840  1355.72   \n",
       "25               新屋仔  113.688302,23.622382  1458.86   \n",
       "26             田螺山隧道  113.683736,23.638949  841.305   \n",
       "27     温泉收费站入口(新丰方向)  113.664783,23.637352  1570.13   \n",
       "28  温泉出口(G45大广高速东北向)  113.663999,23.634687  1575.05   \n",
       "29              仙人骑鹤  113.685428,23.623576  1180.16   \n",
       "\n",
       "                          tel                      type  \n",
       "0   020-61787326;020-61787333            科教文化服务;学校;高等院校  \n",
       "1                          []              科教文化服务;学校;学校  \n",
       "2                          []      科教文化服务;科教文化场所;科教文化场所  \n",
       "3                          []              科教文化服务;学校;学校  \n",
       "4                          []      科教文化服务;科教文化场所;科教文化场所  \n",
       "5                          []      科教文化服务;科教文化场所;科教文化场所  \n",
       "6                          []      科教文化服务;科教文化场所;科教文化场所  \n",
       "7                          []             商务住宅;住宅区;住宅小区  \n",
       "8                          []      科教文化服务;科教文化场所;科教文化场所  \n",
       "9                          []               商务住宅;住宅区;宿舍  \n",
       "10                         []              餐饮服务;中餐厅;中餐厅  \n",
       "11                         []      科教文化服务;科教文化场所;科教文化场所  \n",
       "12                         []            风景名胜;风景名胜;风景名胜  \n",
       "13                         []               商务住宅;住宅区;宿舍  \n",
       "14                         []  医疗保健服务;医疗保健服务场所;医疗保健服务场所  \n",
       "15                13929501395              餐饮服务;中餐厅;中餐厅  \n",
       "16                         []               商务住宅;住宅区;宿舍  \n",
       "17                         []               商务住宅;住宅区;宿舍  \n",
       "18               020-37918888               商务住宅;住宅区;别墅  \n",
       "19                         []           地名地址信息;门牌信息;楼栋号  \n",
       "20                         []        商务住宅;商务住宅相关;商务住宅相关  \n",
       "21                         []        购物服务;家居建材市场;家居建材市场  \n",
       "22                         []            科教文化服务;学校;高等院校  \n",
       "23                15817146669        住宿服务;住宿服务相关;住宿服务相关  \n",
       "24                13539475533          住宿服务;旅馆招待所;旅馆招待所  \n",
       "25                         []         地名地址信息;普通地名;村庄级地名  \n",
       "26                         []            地名地址信息;交通地名;隧道  \n",
       "27                         []         地名地址信息;交通地名;高速路入口  \n",
       "28                         []         地名地址信息;交通地名;高速路出口  \n",
       "29                         []             地名地址信息;自然地名;山  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "roads = pd.json_normalize(中大南方逆地理编码_all['regeocode']['roads'])\n",
    "roadinters = pd.json_normalize(中大南方逆地理编码_all['regeocode']['roadinters'])\n",
    "aois = pd.json_normalize(中大南方逆地理编码_all['regeocode']['aois'])\n",
    "pois = pd.json_normalize(中大南方逆地理编码_all['regeocode']['pois'])\n",
    "display(roads,roadinters,aois,pois)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(起点)中大南方_location: 113.679287,23.632575 (终点)中大南方_location: 113.361200,23.124680\n",
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '5', 'route': {'origin': '113.679287,23.632575', 'destination': '113.361200,23.124680', 'distance': '81221', 'taxi_cost': '274.76189999999997', 'transits': [{'cost': '17.0', 'duration': '10287', 'nightflag': '0', 'walking_distance': '1193', 'distance': '100087', 'missed': '0', 'segments': [{'taxi': [], 'walking': {'origin': '113.679016,23.632349', 'destination': '113.676613,23.631285', 'distance': '513', 'duration': '439', 'steps': [{'instruction': '步行57米右转', 'road': [], 'distance': '57', 'duration': [], 'polyline': '113.679016,23.632349;113.678528,23.632097', 'action': '右转', 'assistant_action': []}, {'instruction': '步行47米向左前方行走', 'road': [], 'distance': '47', 'duration': [], 'polyline': '113.678528,23.632092;113.678398,23.632166;113.678101,23.632261', 'action': '向左前方行走', 'assistant_action': []}, {'instruction': '步行218米左转', 'road': [], 'distance': '218', 'duration': [], 'polyline': 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'113.593000,23.284514;113.592422,23.284351;113.587195,23.282858;113.587133,23.282825;113.587077,23.282787;113.586953,23.282689;113.586790,23.282555;113.586002,23.281898;113.585073,23.281156;113.584082,23.280313;113.583092,23.279528;113.582148,23.278755;113.581527,23.278327;113.581342,23.278230;113.581164,23.278152;113.580765,23.278023;113.580452,23.277961;113.580240,23.277934;113.580033,23.277913;113.579693,23.277887;113.579360,23.277865;113.578331,23.277797;113.577783,23.277768;113.577293,23.277752;113.576725,23.277759;113.576243,23.277793;113.575216,23.277910;113.574383,23.278017;113.573793,23.278088;113.570513,23.278589;113.570094,23.278599;113.569687,23.278569;113.568614,23.278463;113.566836,23.278262;113.566161,23.278178;113.565678,23.278040;113.565420,23.277917;113.564996,23.277720;113.564084,23.277237;113.561070,23.275591;113.559348,23.274630;113.559015,23.274404;113.558817,23.274192;113.558634,23.273921;113.558484,23.273630;113.558382,23.273349;113.558328,23.273068;113.558280,23.272837;113.558248,23.272654;113.558227,23.272270;113.558135,23.271201;113.558055,23.270471;113.558001,23.269978;113.557840,23.269229;113.557754,23.268865;113.557502,23.268071;113.557170,23.267229;113.557046,23.266957;113.556869,23.266652;113.556682,23.266406;113.556510,23.266223;113.556370,23.266105;113.556102,23.265923;113.555861,23.265775;113.555367,23.265543;113.554053,23.264952;113.552841,23.264400;113.551612,23.263854;113.550817,23.263511;113.532398,23.252080;113.527511,23.249720;113.526727,23.249328;113.526045,23.248991;113.520096,23.246514;113.518357,23.245765;113.516083,23.244601;113.514903,23.243734;113.513594,23.242748;113.512371,23.241723;113.496213,23.225535;113.495226,23.224490;113.493745,23.222774;113.492716,23.221354;113.491922,23.219994;113.491364,23.218515;113.490870,23.216976;113.490205,23.214176;113.489790,23.211453;113.489704,23.210341;113.489630,23.209282;113.489377,23.206682;113.485168,23.193430;113.485039,23.193016;113.484937,23.192669;113.484824,23.192290;113.484679,23.191885;113.484486,23.191487;113.484046,23.190688;113.483659,23.190051;113.483182,23.189360;113.482860,23.188996;113.482619,23.188754;113.482415,23.188571;113.482179,23.188399;113.481895,23.188213;113.480901,23.187635;113.479986,23.187169;113.479492,23.186954;113.479067,23.186765;113.477905,23.186267;113.477653,23.186084;113.476956,23.185532;113.475642,23.184566;113.475336,23.184329;113.475186,23.184186;113.475068,23.184018;113.474955,23.183811;113.474751,23.183382;113.474515,23.182830;113.474204,23.182056;113.473984,23.181385;113.473887,23.181025;113.473823,23.180724;113.473716,23.179896;113.473555,23.179260;113.473485,23.178944;113.473346,23.178569;113.473045,23.177859;113.472766,23.177356;113.472348,23.176759;113.471956,23.176291;113.471570,23.175896;113.471286,23.175630;113.471066,23.175443;113.470851,23.175280;113.470615,23.175122;113.470368,23.174974;113.469912,23.174708;113.469553,23.174481;113.469301,23.174299;113.469086,23.174111;113.468888,23.173889;113.468716,23.173648;113.468603,23.173440;113.468502,23.173145;113.468367,23.172711;113.468233,23.172212;113.468014,23.170817;113.467829,23.169958;113.467647,23.169099;113.467320,23.167719;113.466595,23.164159;113.466510,23.163877;113.466408,23.163675;113.466268,23.163483;113.466113,23.163320;113.465957,23.163172;113.465764,23.163049;113.465592,23.162955;113.465346,23.162876;113.465088,23.162827;113.464766,23.162807;113.464364,23.162792;113.463315,23.162896;113.462073,23.163042;113.460169,23.163291;113.459667,23.163357;113.458634,23.163582;113.458288,23.163641;113.457213,23.163774;113.456111,23.163927;113.455943,23.163972;113.455783,23.164033;113.455656,23.164090;113.455542,23.164149;113.455445,23.164221;113.455355,23.164297;113.454479,23.165047;113.454099,23.165394;113.453895,23.165560;113.453701,23.165708;113.453550,23.165818;113.453353,23.165939;113.453094,23.166053;113.452827,23.166147;113.452567,23.166223;113.452414,23.166253;113.452249,23.166279;113.452022,23.166295;113.451750,23.166295;113.451342,23.166285;113.451045,23.166262;113.450745,23.166220;113.450595,23.166208;113.450441,23.166200;113.450298,23.166180;113.450112,23.166124;113.449926,23.166041;113.449250,23.165651;113.448678,23.165330;113.447839,23.165003;113.447335,23.164860;113.446573,23.164727;113.445624,23.164668;113.444211,23.164734;113.441599,23.165035;113.439764,23.165296;113.439539,23.165311;113.439314,23.165311;113.438675,23.165301;113.432273,23.165204;113.431334,23.165215;113.430385,23.165212;113.428245,23.165266;113.426628,23.165318;113.425743,23.165384;113.424796,23.165471;113.420123,23.165993;113.417463,23.166280;113.411165,23.166955;113.405661,23.167493;113.404985,23.167542;113.404357,23.167567;113.404041,23.167582;113.403821,23.167567;113.403623,23.167532;113.403456,23.167473;113.403322,23.167384;113.403199,23.167222;113.403113,23.167005;113.403097,23.166763;113.403091,23.166501;113.403097,23.165998;113.403193,23.164312;113.403194,23.163801;113.403184,23.163275;113.403181,23.162613;113.403270,23.160922;113.403289,23.160651;113.403324,23.160419;113.403381,23.160230;113.403451,23.160058;113.403633,23.159727;113.403805,23.159402;113.404427,23.158139;113.404996,23.156837;113.405521,23.155476;113.405972,23.153877;113.406289,23.152122;113.406589,23.150139;113.406771,23.148245;113.406948,23.146033;113.406960,23.145280;113.406947,23.144575;113.406944,23.143966;113.407274,23.132775;113.407274,23.131814;113.407274,23.130926;113.407239,23.130258;113.407197,23.129918;113.407128,23.129669;113.406876,23.129299;113.406538,23.129032;113.406045,23.128804;113.405498,23.128596;113.404854,23.128448;113.404082,23.128330;113.403277,23.128330;113.402539,23.128404;113.391010,23.130733;113.390598,23.130806;113.389744,23.130922;113.388841,23.131038;113.388451,23.131101;113.388250,23.131139;113.386054,23.131637;113.383790,23.132022;113.380829,23.132490;113.379182,23.132742;113.363937,23.133620;113.363519,23.133620;113.363283,23.133596;113.363084,23.133541;113.362961,23.133467;113.362848,23.133359;113.362692,23.133112;113.362596,23.132846;113.362574,23.132555;113.362579,23.132278;113.362665,23.131691;113.362816,23.130714;113.362955,23.129639;113.363019,23.128973;113.362927,23.126477;113.362879,23.125317', 'bustimetag': '0', 'start_time': '0600', 'end_time': '2235', 'via_num': '11', 'via_stops': [{'name': '镇龙西', 'id': '900000046003008', 'location': '113.573793,23.278088'}, {'name': '金坑', 'id': '900000046003022', 'location': '113.526727,23.249328'}, {'name': '长平', 'id': '900000046003023', 'location': '113.489704,23.210341'}, {'name': '水西', 'id': '900000046003024', 'location': '113.479492,23.186954'}, {'name': '苏元', 'id': '900000046003025', 'location': '113.467829,23.169958'}, {'name': '科学城', 'id': '900000046003026', 'location': '113.449250,23.165651'}, {'name': '神舟路', 'id': '900000046003027', 'location': '113.431334,23.165215'}, {'name': '天河智慧城', 'id': '900000046003028', 'location': '113.403184,23.163275'}, {'name': '大观南路', 'id': '900000046003029', 'location': '113.406947,23.144575'}, {'name': '黄村', 'id': '900000046003030', 'location': '113.407274,23.131814'}, {'name': '棠东', 'id': '900000046003031', 'location': '113.389744,23.130922'}]}]}, 'entrance': [], 'exit': {'name': 'F口', 'location': '113.362473,23.124685'}, 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}, {'taxi': [], 'walking': {'origin': '113.362877,23.125317', 'destination': '113.361488,23.124657', 'distance': '415', 'duration': '355', 'steps': [{'instruction': '步行195米左转', 'road': [], 'distance': '195', 'duration': [], 'polyline': '113.362877,23.125317;113.362846,23.124371;113.362457,23.124384;113.362473,23.124683;113.362289,23.124697', 'action': '左转', 'assistant_action': []}, {'instruction': '沿天府路步行12米右转', 'road': '天府路', 'distance': '12', 'duration': [], 'polyline': '113.362289,23.124697;113.362274,23.124592', 'action': '右转', 'assistant_action': []}, {'instruction': '步行24米左转', 'road': [], 'distance': '24', 'duration': [], 'polyline': '113.362267,23.124588;113.362213,23.124601;113.362129,23.124605;113.362022,23.124609', 'action': '左转', 'assistant_action': []}, {'instruction': '步行112米右转', 'road': [], 'distance': '112', 'duration': [], 'polyline': '113.362015,23.124609;113.361977,23.124132;113.361809,23.124033;113.361443,23.124006', 'action': '右转', 'assistant_action': []}, {'instruction': '步行13米往前走', 'road': [], 'distance': '13', 'duration': [], 'polyline': '113.361443,23.124002;113.361450,23.124128', 'action': '往前走', 'assistant_action': []}, {'instruction': '步行59米', 'road': [], 'distance': '59', 'duration': [], 'polyline': '113.361450,23.124128;113.361488,23.124657', 'action': [], 'assistant_action': []}]}, 'bus': {'buslines': []}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}]}]}}\n"
     ]
    }
   ],
   "source": [
    "def integrated(origin,destination,city,cityd=None,extensions='base',strategy=None,nightflag=0,date=None,time=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/direction/transit/integrated?parameters'\n",
    "    params={\n",
    "        'key':key,\n",
    "        'origin':origin,\n",
    "        'destination':destination,\n",
    "        'city':city,\n",
    "        'cityd':cityd,\n",
    "        'extensions':extensions,\n",
    "        'strategy':strategy,\n",
    "        'nightflag':nightflag,\n",
    "        'date':date,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "中大南方 = geocode(address='广州市中山大学南方学院')\n",
    "中大南方_location = 中大南方['geocodes'][0]['location']\n",
    "天河城 = geocode('广东省广州市天河城')\n",
    "天河城_location = 天河城['geocodes'][0]['location']\n",
    "print(\"(起点)中大南方_location:\",中大南方_location,\"(终点)中大南方_location:\",天河城_location)\n",
    "\n",
    "# C-3 公交路径规划\n",
    "中大南方_天河城 = integrated(中大南方_location,天河城_location,city='广州',extensions='all')\n",
    "print(中大南方_天河城)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>status</th>\n",
       "      <th>info</th>\n",
       "      <th>infocode</th>\n",
       "      <th>count</th>\n",
       "      <th>route.origin</th>\n",
       "      <th>route.destination</th>\n",
       "      <th>route.distance</th>\n",
       "      <th>route.taxi_cost</th>\n",
       "      <th>route.transits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>OK</td>\n",
       "      <td>10000</td>\n",
       "      <td>5</td>\n",
       "      <td>113.679287,23.632575</td>\n",
       "      <td>113.361200,23.124680</td>\n",
       "      <td>81221</td>\n",
       "      <td>274.76189999999997</td>\n",
       "      <td>[{'cost': '17.0', 'duration': '10287', 'nightf...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  status info infocode count          route.origin     route.destination  \\\n",
       "0      1   OK    10000     5  113.679287,23.632575  113.361200,23.124680   \n",
       "\n",
       "  route.distance     route.taxi_cost  \\\n",
       "0          81221  274.76189999999997   \n",
       "\n",
       "                                      route.transits  \n",
       "0  [{'cost': '17.0', 'duration': '10287', 'nightf...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bus = pd.json_normalize(中大南方_天河城)\n",
    "df_bus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cost</th>\n",
       "      <th>duration</th>\n",
       "      <th>nightflag</th>\n",
       "      <th>walking_distance</th>\n",
       "      <th>distance</th>\n",
       "      <th>missed</th>\n",
       "      <th>segments</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17.0</td>\n",
       "      <td>10287</td>\n",
       "      <td>0</td>\n",
       "      <td>1193</td>\n",
       "      <td>100087</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.67901...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17.0</td>\n",
       "      <td>10431</td>\n",
       "      <td>0</td>\n",
       "      <td>1204</td>\n",
       "      <td>100989</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.67901...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>11616</td>\n",
       "      <td>0</td>\n",
       "      <td>1311</td>\n",
       "      <td>91444</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.67901...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>29.0</td>\n",
       "      <td>10621</td>\n",
       "      <td>0</td>\n",
       "      <td>1231</td>\n",
       "      <td>89008</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.67901...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16.0</td>\n",
       "      <td>10697</td>\n",
       "      <td>0</td>\n",
       "      <td>1221</td>\n",
       "      <td>100657</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.67901...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cost duration nightflag walking_distance distance missed  \\\n",
       "0  17.0    10287         0             1193   100087      0   \n",
       "1  17.0    10431         0             1204   100989      0   \n",
       "2    []    11616         0             1311    91444      0   \n",
       "3  29.0    10621         0             1231    89008      0   \n",
       "4  16.0    10697         0             1221   100657      0   \n",
       "\n",
       "                                            segments  \n",
       "0  [{'taxi': [], 'walking': {'origin': '113.67901...  \n",
       "1  [{'taxi': [], 'walking': {'origin': '113.67901...  \n",
       "2  [{'taxi': [], 'walking': {'origin': '113.67901...  \n",
       "3  [{'taxi': [], 'walking': {'origin': '113.67901...  \n",
       "4  [{'taxi': [], 'walking': {'origin': '113.67901...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(中大南方_天河城[\"route\"]['transits'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>taxi</th>\n",
       "      <th>entrance</th>\n",
       "      <th>exit</th>\n",
       "      <th>walking.origin</th>\n",
       "      <th>walking.destination</th>\n",
       "      <th>walking.distance</th>\n",
       "      <th>walking.duration</th>\n",
       "      <th>walking.steps</th>\n",
       "      <th>bus.buslines</th>\n",
       "      <th>railway.via_stops</th>\n",
       "      <th>railway.alters</th>\n",
       "      <th>railway.spaces</th>\n",
       "      <th>walking</th>\n",
       "      <th>entrance.name</th>\n",
       "      <th>entrance.location</th>\n",
       "      <th>exit.name</th>\n",
       "      <th>exit.location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>113.679016,23.632349</td>\n",
       "      <td>113.676613,23.631285</td>\n",
       "      <td>513</td>\n",
       "      <td>439</td>\n",
       "      <td>[{'instruction': '步行57米右转', 'road': [], 'dista...</td>\n",
       "      <td>[{'departure_stop': {'name': '中大南方学院', 'id': '...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'departure_stop': {'name': '冲口', 'id': '9000...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>113.600632,23.567869</td>\n",
       "      <td>113.600800,23.566236</td>\n",
       "      <td>262</td>\n",
       "      <td>224</td>\n",
       "      <td>[{'instruction': '步行42米左转', 'road': [], 'dista...</td>\n",
       "      <td>[{'departure_stop': {'name': '东风', 'id': '9000...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B口</td>\n",
       "      <td>113.601112,23.567490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'departure_stop': {'name': '新和', 'id': '9000...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'departure_stop': {'name': '镇龙', 'id': '9000...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F口</td>\n",
       "      <td>113.362473,23.124685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>113.362877,23.125317</td>\n",
       "      <td>113.361488,23.124657</td>\n",
       "      <td>415</td>\n",
       "      <td>355</td>\n",
       "      <td>[{'instruction': '步行195米左转', 'road': [], 'dist...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  taxi entrance exit        walking.origin   walking.destination  \\\n",
       "0   []       []   []  113.679016,23.632349  113.676613,23.631285   \n",
       "1   []       []   []                   NaN                   NaN   \n",
       "2   []      NaN   []  113.600632,23.567869  113.600800,23.566236   \n",
       "3   []       []   []                   NaN                   NaN   \n",
       "4   []       []  NaN                   NaN                   NaN   \n",
       "5   []       []   []  113.362877,23.125317  113.361488,23.124657   \n",
       "\n",
       "  walking.distance walking.duration  \\\n",
       "0              513              439   \n",
       "1              NaN              NaN   \n",
       "2              262              224   \n",
       "3              NaN              NaN   \n",
       "4              NaN              NaN   \n",
       "5              415              355   \n",
       "\n",
       "                                       walking.steps  \\\n",
       "0  [{'instruction': '步行57米右转', 'road': [], 'dista...   \n",
       "1                                                NaN   \n",
       "2  [{'instruction': '步行42米左转', 'road': [], 'dista...   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "5  [{'instruction': '步行195米左转', 'road': [], 'dist...   \n",
       "\n",
       "                                        bus.buslines railway.via_stops  \\\n",
       "0  [{'departure_stop': {'name': '中大南方学院', 'id': '...                []   \n",
       "1  [{'departure_stop': {'name': '冲口', 'id': '9000...                []   \n",
       "2  [{'departure_stop': {'name': '东风', 'id': '9000...                []   \n",
       "3  [{'departure_stop': {'name': '新和', 'id': '9000...                []   \n",
       "4  [{'departure_stop': {'name': '镇龙', 'id': '9000...                []   \n",
       "5                                                 []                []   \n",
       "\n",
       "  railway.alters railway.spaces walking entrance.name     entrance.location  \\\n",
       "0             []             []     NaN           NaN                   NaN   \n",
       "1             []             []      []           NaN                   NaN   \n",
       "2             []             []     NaN            B口  113.601112,23.567490   \n",
       "3             []             []      []           NaN                   NaN   \n",
       "4             []             []      []           NaN                   NaN   \n",
       "5             []             []     NaN           NaN                   NaN   \n",
       "\n",
       "  exit.name         exit.location  \n",
       "0       NaN                   NaN  \n",
       "1       NaN                   NaN  \n",
       "2       NaN                   NaN  \n",
       "3       NaN                   NaN  \n",
       "4        F口  113.362473,23.124685  \n",
       "5       NaN                   NaN  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(中大南方_天河城[\"route\"]['transits'][0]['segments'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>type</th>\n",
       "      <th>distance</th>\n",
       "      <th>duration</th>\n",
       "      <th>polyline</th>\n",
       "      <th>bustimetag</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>via_num</th>\n",
       "      <th>via_stops</th>\n",
       "      <th>departure_stop.name</th>\n",
       "      <th>departure_stop.id</th>\n",
       "      <th>departure_stop.location</th>\n",
       "      <th>arrival_stop.name</th>\n",
       "      <th>arrival_stop.id</th>\n",
       "      <th>arrival_stop.location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>从15路(中大南方学院--从化汽车站总站)</td>\n",
       "      <td>900000111141</td>\n",
       "      <td>普通公交线路</td>\n",
       "      <td>6394</td>\n",
       "      <td>1722</td>\n",
       "      <td>113.676613,23.631281;113.676460,23.631588;113....</td>\n",
       "      <td>0</td>\n",
       "      <td>0800</td>\n",
       "      <td>1800</td>\n",
       "      <td>2</td>\n",
       "      <td>[{'name': '卫东', 'id': '900000111141003', 'loca...</td>\n",
       "      <td>中大南方学院</td>\n",
       "      <td>900000111141002</td>\n",
       "      <td>113.676613,23.631281</td>\n",
       "      <td>冲口</td>\n",
       "      <td>900000111141022</td>\n",
       "      <td>113.649734,23.624990</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name            id    type distance duration  \\\n",
       "0  从15路(中大南方学院--从化汽车站总站)  900000111141  普通公交线路     6394     1722   \n",
       "\n",
       "                                            polyline bustimetag start_time  \\\n",
       "0  113.676613,23.631281;113.676460,23.631588;113....          0       0800   \n",
       "\n",
       "  end_time via_num                                          via_stops  \\\n",
       "0     1800       2  [{'name': '卫东', 'id': '900000111141003', 'loca...   \n",
       "\n",
       "  departure_stop.name departure_stop.id departure_stop.location  \\\n",
       "0              中大南方学院   900000111141002    113.676613,23.631281   \n",
       "\n",
       "  arrival_stop.name  arrival_stop.id arrival_stop.location  \n",
       "0                冲口  900000111141022  113.649734,23.624990  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bus_基本信息 = pd.json_normalize(中大南方_天河城[\"route\"]['transits'][0]['segments'][0]['bus'][\"buslines\"])\n",
    "df_bus_基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(起点)中山南方_location: 113.679287,23.632575 (终点)天河城_location: 113.361200,23.124680\n",
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '3', 'route': {'origin': '113.679287,23.632575', 'destination': '113.361200,23.124680', 'taxi_cost': '275', 'paths': [{'distance': '81328', 'duration': '4576', 'strategy': '速度最快', 'tolls': '0', 'toll_distance': '0', 'steps': [{'instruction': '向北行驶122米向左前方行驶', 'orientation': '北', 'distance': '122', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '48', 'polyline': '113.679604,23.632574;113.679604,23.632856;113.679588,23.633173;113.679604,23.633251;113.679626,23.633652;113.679642,23.633688', 'action': '向左前方行驶', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '31', 'status': '未知', 'polyline': '113.679604,23.632574;113.679604,23.632856'}, {'lcode': [], 'distance': '34', 'status': '未知', 'polyline': '113.679604,23.632856;113.679588,23.633173'}, {'lcode': [], 'distance': '9', 'status': '未知', 'polyline': '113.679588,23.633173;113.679604,23.633251'}, {'lcode': [], 'distance': '48', 'status': '未知', 'polyline': '113.679604,23.633251;113.679626,23.633652;113.679642,23.633688'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿博学路向西北行驶197米左转', 'orientation': '西北', 'road': '博学路', 'distance': '197', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '76', 'polyline': '113.679642,23.633688;113.67955,23.633966;113.679375,23.634357;113.679253,23.63448;113.678932,23.634762;113.678711,23.634918;113.678635,23.63497;113.678596,23.635031;113.678551,23.635109', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '32', 'status': '未知', 'polyline': '113.679642,23.633688;113.67955,23.633966'}, {'lcode': [], 'distance': '47', 'status': '未知', 'polyline': '113.67955,23.633966;113.679375,23.634357'}, {'lcode': [], 'distance': '19', 'status': '未知', 'polyline': '113.679375,23.634357;113.679253,23.63448'}, {'lcode': [], 'distance': '72', 'status': '未知', 'polyline': '113.679253,23.63448;113.678932,23.634762;113.678711,23.634918'}, {'lcode': [], 'distance': '27', 'status': '未知', 'polyline': '113.678711,23.634918;113.678635,23.63497;113.678596,23.635031;113.678551,23.635109'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿博学路向西行驶163米右转', 'orientation': '西', 'road': '博学路', 'distance': '163', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '55', 'polyline': '113.678551,23.635109;113.677856,23.635086;113.677612,23.635031;113.677528,23.634991;113.677322,23.634853;113.677086,23.634663', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '106', 'status': '未知', 'polyline': '113.678551,23.635109;113.677856,23.635086;113.677612,23.635031;113.677528,23.634991'}, {'lcode': [], 'distance': '25', 'status': '未知', 'polyline': '113.677528,23.634991;113.677322,23.634853'}, {'lcode': [], 'distance': '32', 'status': '未知', 'polyline': '113.677322,23.634853;113.677086,23.634663'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿博学路向西行驶33米右转', 'orientation': '西', 'road': '博学路', 'distance': '33', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '13', 'polyline': '113.677086,23.634663;113.677032,23.634701;113.676918,23.634718;113.676857,23.634701;113.676788,23.634657', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '33', 'status': '未知', 'polyline': '113.677086,23.634663;113.677032,23.634701;113.676918,23.634718;113.676857,23.634701;113.676788,23.634657'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿中山路向西北行驶1.3千米右转', 'orientation': '西北', 'road': '中山路', 'distance': '1265', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '226', 'polyline': 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'113.34623,23.126215;113.346016,23.126221;113.345619,23.126234'}, {'lcode': [], 'distance': '95', 'status': '畅通', 'polyline': '113.345619,23.126234;113.344696,23.126293'}, {'lcode': [], 'distance': '67', 'status': '畅通', 'polyline': '113.344696,23.126293;113.344032,23.126343'}, {'lcode': [], 'distance': '15', 'status': '畅通', 'polyline': '113.344032,23.126343;113.343956,23.126347;113.343887,23.126354'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道西向东行驶546米靠左沿主路行驶', 'orientation': '东', 'road': '黄埔大道西', 'distance': '546', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '63', 'polyline': '113.343887,23.126354;113.343857,23.126221;113.343857,23.126184;113.343918,23.125994;113.344185,23.125978;113.344452,23.125959;113.345726,23.12586;113.34597,23.125834;113.346107,23.125816;113.346306,23.125793;113.347244,23.125738;113.347427,23.125769;113.34771,23.125738;113.348137,23.125673;113.348648,23.125608;113.348854,23.125565', 'action': '靠左', 'assistant_action': '沿主路行驶', 'tmcs': [{'lcode': [], 'distance': '41', 'status': '畅通', 'polyline': '113.343887,23.126354;113.343857,23.126221;113.343857,23.126184;113.343918,23.125994'}, {'lcode': [], 'distance': '54', 'status': '畅通', 'polyline': '113.343918,23.125994;113.344185,23.125978;113.344452,23.125959'}, {'lcode': [], 'distance': '131', 'status': '畅通', 'polyline': '113.344452,23.125959;113.345726,23.12586'}, {'lcode': [], 'distance': '38', 'status': '畅通', 'polyline': '113.345726,23.12586;113.34597,23.125834;113.346107,23.125816'}, {'lcode': [], 'distance': '21', 'status': '畅通', 'polyline': '113.346107,23.125816;113.346306,23.125793'}, {'lcode': [], 'distance': '116', 'status': '畅通', 'polyline': '113.346306,23.125793;113.347244,23.125738;113.347427,23.125769'}, {'lcode': [], 'distance': '28', 'status': '畅通', 'polyline': '113.347427,23.125769;113.34771,23.125738'}, {'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.34771,23.125738;113.348137,23.125673'}, {'lcode': [], 'distance': '53', 'status': '畅通', 'polyline': '113.348137,23.125673;113.348648,23.125608'}, {'lcode': [], 'distance': '21', 'status': '畅通', 'polyline': '113.348648,23.125608;113.348854,23.125565'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道西途径黄埔大道中向东行驶1.1千米靠右进入辅路', 'orientation': '东', 'road': '黄埔大道西', 'distance': '1065', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '99', 'polyline': '113.348854,23.125565;113.350349,23.125338;113.351479,23.12517;113.352661,23.125004;113.353271,23.124891;113.35376,23.124809;113.355286,23.124523;113.355789,23.124432;113.356339,23.124336;113.356659,23.124231;113.356934,23.124193;113.357269,23.124136;113.357536,23.124084;113.358086,23.12398;113.358482,23.123907;113.358894,23.123833;113.359131,23.123789', 'action': '靠右', 'assistant_action': '进入辅路', 'tmcs': [{'lcode': [], 'distance': '154', 'status': '畅通', 'polyline': '113.348854,23.125565;113.350349,23.125338'}, {'lcode': [], 'distance': '117', 'status': '畅通', 'polyline': '113.350349,23.125338;113.351479,23.12517'}, {'lcode': [], 'distance': '122', 'status': '畅通', 'polyline': '113.351479,23.12517;113.352661,23.125004'}, {'lcode': [], 'distance': '64', 'status': '畅通', 'polyline': '113.352661,23.125004;113.353271,23.124891'}, {'lcode': [], 'distance': '50', 'status': '畅通', 'polyline': '113.353271,23.124891;113.35376,23.124809'}, {'lcode': [], 'distance': '159', 'status': '畅通', 'polyline': '113.35376,23.124809;113.355286,23.124523'}, {'lcode': [], 'distance': '52', 'status': '畅通', 'polyline': '113.355286,23.124523;113.355789,23.124432'}, {'lcode': [], 'distance': '92', 'status': '畅通', 'polyline': '113.355789,23.124432;113.356339,23.124336;113.356659,23.124231'}, {'lcode': [], 'distance': '64', 'status': '畅通', 'polyline': '113.356659,23.124231;113.356934,23.124193;113.357269,23.124136'}, {'lcode': [], 'distance': '27', 'status': '畅通', 'polyline': '113.357269,23.124136;113.357536,23.124084'}, {'lcode': [], 'distance': '57', 'status': '畅通', 'polyline': '113.357536,23.124084;113.358086,23.12398'}, {'lcode': [], 'distance': '40', 'status': '畅通', 'polyline': '113.358086,23.12398;113.358482,23.123907'}, {'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.358482,23.123907;113.358894,23.123833'}, {'lcode': [], 'distance': '24', 'status': '畅通', 'polyline': '113.358894,23.123833;113.359131,23.123789'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道中向东行驶243米左转调头', 'orientation': '东', 'road': '黄埔大道中', 'distance': '243', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '62', 'polyline': '113.359131,23.123789;113.359261,23.123716;113.359505,23.123663;113.360603,23.123451;113.360641,23.123447;113.361023,23.12336;113.361397,23.123285;113.361473,23.123268', 'action': '左转调头', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '40', 'status': '畅通', 'polyline': '113.359131,23.123789;113.359261,23.123716;113.359505,23.123663'}, {'lcode': [], 'distance': '118', 'status': '畅通', 'polyline': '113.359505,23.123663;113.360603,23.123451;113.360641,23.123447'}, {'lcode': [], 'distance': '39', 'status': '畅通', 'polyline': '113.360641,23.123447;113.361023,23.12336'}, {'lcode': [], 'distance': '39', 'status': '畅通', 'polyline': '113.361023,23.12336;113.361397,23.123285'}, {'lcode': [], 'distance': '7', 'status': '畅通', 'polyline': '113.361397,23.123285;113.361473,23.123268'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道中向北行驶57米右转', 'orientation': '北', 'road': '黄埔大道中', 'distance': '57', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '15', 'polyline': '113.361473,23.123268;113.361549,23.123316;113.36161,23.123383;113.361618,23.123425;113.36161,23.123503;113.361572,23.123594;113.361427,23.123625', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.361473,23.123268;113.361549,23.123316;113.36161,23.123383;113.361618,23.123425;113.36161,23.123503;113.361572,23.123594'}, {'lcode': [], 'distance': '14', 'status': '畅通', 'polyline': '113.361572,23.123594;113.361427,23.123625'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '向北行驶41米左转', 'orientation': '北', 'distance': '41', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '11', 'polyline': '113.361427,23.123625;113.361443,23.123772;113.361443,23.124002', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '16', 'status': '未知', 'polyline': '113.361427,23.123625;113.361443,23.123772'}, {'lcode': [], 'distance': '25', 'status': '未知', 'polyline': '113.361443,23.123772;113.361443,23.124002'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '向西北行驶138米到达目的地', 'orientation': '西北', 'distance': '138', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '50', 'polyline': '113.361443,23.124002;113.361076,23.124062;113.360924,23.124107;113.360809,23.12418;113.360748,23.124313;113.360756,23.124489;113.360863,23.124777', 'action': [], 'assistant_action': '到达目的地', 'tmcs': [{'lcode': [], 'distance': '138', 'status': '未知', 'polyline': '113.361443,23.124002;113.361076,23.124062;113.360924,23.124107;113.360809,23.12418;113.360748,23.124313;113.360756,23.124489;113.360863,23.124777'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}], 'restriction': '0', 'traffic_lights': '0'}, {'distance': '89930', 'duration': '5425', 'strategy': '速度最快', 'tolls': '0', 'toll_distance': '0', 'steps': [{'instruction': '向北行驶122米向左前方行驶', 'orientation': '北', 'distance': '122', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '48', 'polyline': '113.679604,23.632574;113.679604,23.632856;113.679588,23.633173;113.679604,23.633251;113.679626,23.633652;113.679642,23.633688', 'action': '向左前方行驶', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '31', 'status': '未知', 'polyline': '113.679604,23.632574;113.679604,23.632856'}, {'lcode': [], 'distance': '34', 'status': '未知', 'polyline': '113.679604,23.632856;113.679588,23.633173'}, {'lcode': [], 'distance': '9', 'status': '未知', 'polyline': '113.679588,23.633173;113.679604,23.633251'}, {'lcode': [], 'distance': '48', 'status': '未知', 'polyline': '113.679604,23.633251;113.679626,23.633652;113.679642,23.633688'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿博学路向西北行驶197米左转', 'orientation': '西北', 'road': '博学路', 'distance': '197', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '76', 'polyline': '113.679642,23.633688;113.67955,23.633966;113.679375,23.634357;113.679253,23.63448;113.678932,23.634762;113.678711,23.634918;113.678635,23.63497;113.678596,23.635031;113.678551,23.635109', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '32', 'status': '未知', 'polyline': '113.679642,23.633688;113.67955,23.633966'}, {'lcode': [], 'distance': '47', 'status': '未知', 'polyline': '113.67955,23.633966;113.679375,23.634357'}, {'lcode': [], 'distance': '19', 'status': '未知', 'polyline': '113.679375,23.634357;113.679253,23.63448'}, {'lcode': [], 'distance': '72', 'status': '未知', 'polyline': '113.679253,23.63448;113.678932,23.634762;113.678711,23.634918'}, {'lcode': [], 'distance': '27', 'status': '未知', 'polyline': '113.678711,23.634918;113.678635,23.63497;113.678596,23.635031;113.678551,23.635109'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿博学路向西行驶163米右转', 'orientation': '西', 'road': '博学路', 'distance': '163', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '55', 'polyline': '113.678551,23.635109;113.677856,23.635086;113.677612,23.635031;113.677528,23.634991;113.677322,23.634853;113.677086,23.634663', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '106', 'status': '未知', 'polyline': '113.678551,23.635109;113.677856,23.635086;113.677612,23.635031;113.677528,23.634991'}, {'lcode': [], 'distance': '25', 'status': '未知', 'polyline': '113.677528,23.634991;113.677322,23.634853'}, {'lcode': [], 'distance': '32', 'status': '未知', 'polyline': '113.677322,23.634853;113.677086,23.634663'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿博学路向西行驶33米右转', 'orientation': '西', 'road': '博学路', 'distance': '33', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '13', 'polyline': '113.677086,23.634663;113.677032,23.634701;113.676918,23.634718;113.676857,23.634701;113.676788,23.634657', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '33', 'status': '未知', 'polyline': '113.677086,23.634663;113.677032,23.634701;113.676918,23.634718;113.676857,23.634701;113.676788,23.634657'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿中山路向西北行驶1.3千米右转', 'orientation': '西北', 'road': '中山路', 'distance': '1265', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '226', 'polyline': '113.676788,23.634657;113.675262,23.636129;113.675156,23.636263;113.675026,23.636467;113.674973,23.636566;113.674957,23.636702;113.674957,23.636845;113.674995,23.636995;113.675377,23.637886;113.67543,23.638042;113.675522,23.638659;113.675529,23.638998;113.675514,23.639132;113.675446,23.639311;113.675331,23.639582;113.675102,23.640036;113.675003,23.640186;113.674309,23.641024;113.673347,23.642139;113.672981,23.642536;113.672935,23.642578;113.672173,23.643307;113.671432,23.644045', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '576', 'status': '未知', 'polyline': '113.676788,23.634657;113.675262,23.636129;113.675156,23.636263;113.675026,23.636467;113.674973,23.636566;113.674957,23.636702;113.674957,23.636845;113.674995,23.636995;113.675377,23.637886;113.67543,23.638042;113.675522,23.638659;113.675529,23.638998;113.675514,23.639132'}, {'lcode': [], 'distance': '578', 'status': '未知', 'polyline': '113.675514,23.639132;113.675446,23.639311;113.675331,23.639582;113.675102,23.640036;113.675003,23.640186;113.674309,23.641024;113.673347,23.642139;113.672981,23.642536;113.672935,23.642578;113.672173,23.643307'}, {'lcode': [], 'distance': '111', 'status': '未知', 'polyline': '113.672173,23.643307;113.671432,23.644045'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿温泉大道向东北行驶606米左转调头', 'orientation': '东北', 'road': '温泉大道', 'distance': '606', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '60', 'polyline': '113.671432,23.644045;113.673103,23.644968;113.674362,23.645651;113.675461,23.646276;113.675964,23.646635;113.676407,23.647018', 'action': '左转调头', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '199', 'status': '畅通', 'polyline': '113.671432,23.644045;113.673103,23.644968'}, {'lcode': [], 'distance': '149', 'status': '畅通', 'polyline': 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'113.348854,23.125565;113.350349,23.125338;113.351479,23.12517;113.352661,23.125004;113.353271,23.124891;113.35376,23.124809;113.355286,23.124523;113.355789,23.124432;113.356339,23.124336;113.356659,23.124231;113.356934,23.124193;113.357269,23.124136;113.357536,23.124084;113.358086,23.12398;113.358482,23.123907;113.358894,23.123833;113.359131,23.123789', 'action': '靠右', 'assistant_action': '进入辅路', 'tmcs': [{'lcode': [], 'distance': '154', 'status': '畅通', 'polyline': '113.348854,23.125565;113.350349,23.125338'}, {'lcode': [], 'distance': '117', 'status': '畅通', 'polyline': '113.350349,23.125338;113.351479,23.12517'}, {'lcode': [], 'distance': '122', 'status': '畅通', 'polyline': '113.351479,23.12517;113.352661,23.125004'}, {'lcode': [], 'distance': '64', 'status': '畅通', 'polyline': '113.352661,23.125004;113.353271,23.124891'}, {'lcode': [], 'distance': '50', 'status': '畅通', 'polyline': '113.353271,23.124891;113.35376,23.124809'}, {'lcode': [], 'distance': '159', 'status': '畅通', 'polyline': '113.35376,23.124809;113.355286,23.124523'}, {'lcode': [], 'distance': '52', 'status': '畅通', 'polyline': '113.355286,23.124523;113.355789,23.124432'}, {'lcode': [], 'distance': '92', 'status': '畅通', 'polyline': '113.355789,23.124432;113.356339,23.124336;113.356659,23.124231'}, {'lcode': [], 'distance': '64', 'status': '畅通', 'polyline': '113.356659,23.124231;113.356934,23.124193;113.357269,23.124136'}, {'lcode': [], 'distance': '27', 'status': '畅通', 'polyline': '113.357269,23.124136;113.357536,23.124084'}, {'lcode': [], 'distance': '57', 'status': '畅通', 'polyline': '113.357536,23.124084;113.358086,23.12398'}, {'lcode': [], 'distance': '40', 'status': '畅通', 'polyline': '113.358086,23.12398;113.358482,23.123907'}, {'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.358482,23.123907;113.358894,23.123833'}, {'lcode': [], 'distance': '24', 'status': '畅通', 'polyline': '113.358894,23.123833;113.359131,23.123789'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道中向东行驶243米左转调头', 'orientation': '东', 'road': '黄埔大道中', 'distance': '243', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '62', 'polyline': '113.359131,23.123789;113.359261,23.123716;113.359505,23.123663;113.360603,23.123451;113.360641,23.123447;113.361023,23.12336;113.361397,23.123285;113.361473,23.123268', 'action': '左转调头', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '40', 'status': '畅通', 'polyline': '113.359131,23.123789;113.359261,23.123716;113.359505,23.123663'}, {'lcode': [], 'distance': '118', 'status': '畅通', 'polyline': '113.359505,23.123663;113.360603,23.123451;113.360641,23.123447'}, {'lcode': [], 'distance': '39', 'status': '畅通', 'polyline': '113.360641,23.123447;113.361023,23.12336'}, {'lcode': [], 'distance': '39', 'status': '畅通', 'polyline': '113.361023,23.12336;113.361397,23.123285'}, {'lcode': [], 'distance': '7', 'status': '畅通', 'polyline': '113.361397,23.123285;113.361473,23.123268'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道中向北行驶57米右转', 'orientation': '北', 'road': '黄埔大道中', 'distance': '57', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '15', 'polyline': '113.361473,23.123268;113.361549,23.123316;113.36161,23.123383;113.361618,23.123425;113.36161,23.123503;113.361572,23.123594;113.361427,23.123625', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.361473,23.123268;113.361549,23.123316;113.36161,23.123383;113.361618,23.123425;113.36161,23.123503;113.361572,23.123594'}, {'lcode': [], 'distance': '14', 'status': '畅通', 'polyline': '113.361572,23.123594;113.361427,23.123625'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '向北行驶41米左转', 'orientation': '北', 'distance': '41', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '11', 'polyline': '113.361427,23.123625;113.361443,23.123772;113.361443,23.124002', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '16', 'status': '未知', 'polyline': '113.361427,23.123625;113.361443,23.123772'}, {'lcode': [], 'distance': '25', 'status': '未知', 'polyline': '113.361443,23.123772;113.361443,23.124002'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '向西北行驶138米到达目的地', 'orientation': '西北', 'distance': '138', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '50', 'polyline': '113.361443,23.124002;113.361076,23.124062;113.360924,23.124107;113.360809,23.12418;113.360748,23.124313;113.360756,23.124489;113.360863,23.124777', 'action': [], 'assistant_action': '到达目的地', 'tmcs': [{'lcode': [], 'distance': '138', 'status': '未知', 'polyline': '113.361443,23.124002;113.361076,23.124062;113.360924,23.124107;113.360809,23.12418;113.360748,23.124313;113.360756,23.124489;113.360863,23.124777'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}], 'restriction': '0', 'traffic_lights': '16'}, {'distance': '101954', 'duration': '5349', 'strategy': '速度最快', 'tolls': '0', 'toll_distance': '0', 'steps': [{'instruction': '向南行驶213米右转', 'orientation': '南', 'distance': '213', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '85', 'polyline': '113.679604,23.632574;113.679604,23.63249;113.679604,23.63209;113.679604,23.631588;113.679611,23.630999;113.679611,23.630873;113.679634,23.630632', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '9', 'status': '未知', 'polyline': '113.679604,23.632574;113.679604,23.63249'}, {'lcode': [], 'distance': '44', 'status': '未知', 'polyline': '113.679604,23.63249;113.679604,23.63209'}, {'lcode': [], 'distance': '120', 'status': '未知', 'polyline': '113.679604,23.63209;113.679604,23.631588;113.679611,23.630999'}, {'lcode': [], 'distance': '40', 'status': '未知', 'polyline': '113.679611,23.630999;113.679611,23.630873;113.679634,23.630632'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '向西行驶99米左转', 'orientation': '西', 'distance': '99', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '24', 'polyline': '113.679634,23.630632;113.679359,23.630516;113.679199,23.630468;113.679031,23.630424;113.678711,23.63036', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '48', 'status': '未知', 'polyline': '113.679634,23.630632;113.679359,23.630516;113.679199,23.630468'}, {'lcode': [], 'distance': '51', 'status': '未知', 'polyline': '113.679199,23.630468;113.679031,23.630424;113.678711,23.63036'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '向南行驶237米左转', 'orientation': '南', 'distance': '237', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '54', 'polyline': '113.678711,23.63036;113.678711,23.629335;113.678703,23.629128;113.678665,23.629053;113.678566,23.628984;113.678421,23.628899;113.678368,23.628838;113.678329,23.628771;113.678299,23.628647;113.678276,23.628374', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '113', 'status': '未知', 'polyline': '113.678711,23.63036;113.678711,23.629335'}, {'lcode': [], 'distance': '124', 'status': '未知', 'polyline': '113.678711,23.629335;113.678703,23.629128;113.678665,23.629053;113.678566,23.628984;113.678421,23.628899;113.678368,23.628838;113.678329,23.628771;113.678299,23.628647;113.678276,23.628374'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '向南行驶498米右转', 'orientation': '南', 'distance': '498', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '96', 'polyline': '113.678276,23.628374;113.678566,23.628334;113.678696,23.628302;113.678841,23.628233;113.679047,23.628069;113.679161,23.62796;113.679214,23.627865;113.679237,23.627773;113.679283,23.627522;113.679291,23.627317;113.679253,23.626848;113.679184,23.626617;113.679138,23.626493;113.679001,23.626249;113.678932,23.626171;113.678703,23.625973;113.678612,23.62586;113.678528,23.625715;113.678505,23.625633;113.678436,23.625187;113.678429,23.625053;113.678452,23.624931;113.678566,23.624653', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '43', 'status': '未知', 'polyline': '113.678276,23.628374;113.678566,23.628334;113.678696,23.628302'}, {'lcode': [], 'distance': '62', 'status': '未知', 'polyline': '113.678696,23.628302;113.678841,23.628233;113.679047,23.628069;113.679161,23.62796'}, {'lcode': [], 'distance': '72', 'status': '未知', 'polyline': '113.679161,23.62796;113.679214,23.627865;113.679237,23.627773;113.679283,23.627522;113.679291,23.627317'}, {'lcode': [], 'distance': '321', 'status': '未知', 'polyline': '113.679291,23.627317;113.679253,23.626848;113.679184,23.626617;113.679138,23.626493;113.679001,23.626249;113.678932,23.626171;113.678703,23.625973;113.678612,23.62586;113.678528,23.625715;113.678505,23.625633;113.678436,23.625187;113.678429,23.625053;113.678452,23.624931;113.678566,23.624653'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '向西南行驶715米左转', 'orientation': '西南', 'distance': '715', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '94', 'polyline': '113.678566,23.624653;113.678551,23.624504;113.678406,23.624323;113.677582,23.623789;113.676521,23.623346;113.676353,23.623247;113.67627,23.623146;113.676109,23.622831;113.676033,23.622734;113.675789,23.622473;113.675499,23.622271;113.675415,23.622171;113.675377,23.622084;113.675377,23.621832;113.675385,23.621607;113.675438,23.621471;113.675537,23.621353;113.675758,23.621176;113.67585,23.621084;113.675903,23.620989;113.675911,23.620852;113.675865,23.62072;113.675789,23.620604;113.675743,23.620543;113.675301,23.620045', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '42', 'status': '未知', 'polyline': '113.678566,23.624653;113.678551,23.624504;113.678406,23.624323'}, {'lcode': [], 'distance': '435', 'status': '畅通', 'polyline': '113.678406,23.624323;113.677582,23.623789;113.676521,23.623346;113.676353,23.623247;113.67627,23.623146;113.676109,23.622831;113.676033,23.622734;113.675789,23.622473;113.675499,23.622271;113.675415,23.622171;113.675377,23.622084;113.675377,23.621832'}, {'lcode': [], 'distance': '238', 'status': '未知', 'polyline': '113.675377,23.621832;113.675385,23.621607;113.675438,23.621471;113.675537,23.621353;113.675758,23.621176;113.67585,23.621084;113.675903,23.620989;113.675911,23.620852;113.675865,23.62072;113.675789,23.620604;113.675743,23.620543;113.675301,23.620045'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿乌土街向东南行驶406米向右前方行驶', 'orientation': '东南', 'road': '乌土街', 'distance': '406', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '49', 'polyline': '113.675301,23.620045;113.675644,23.619987;113.675819,23.619917;113.676895,23.619188;113.677261,23.61878;113.67807,23.617826;113.678185,23.617651', 'action': '向右前方行驶', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '384', 'status': '未知', 'polyline': '113.675301,23.620045;113.675644,23.619987;113.675819,23.619917;113.676895,23.619188;113.677261,23.61878;113.67807,23.617826'}, {'lcode': [], 'distance': '22', 'status': '未知', 'polyline': '113.67807,23.617826;113.678185,23.617651'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '从化区', 'adcode': '440117'}]}]}, {'instruction': '沿乌土街向南行驶1.4千米左转', 'orientation': '南', 'road': '乌土街', 'distance': '1380', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '163', 'polyline': 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'toll_distance': '0', 'toll_road': [], 'duration': '24', 'polyline': '113.351707,23.127535;113.351639,23.1273;113.351616,23.127195;113.351616,23.12709;113.351654,23.126368;113.351662,23.126221;113.351654,23.126125;113.351616,23.125959;113.351593,23.125875;113.35154,23.125792;113.351334,23.125624', 'action': '减速行驶', 'assistant_action': '到达收费站', 'tmcs': [{'lcode': [], 'distance': '224', 'status': '畅通', 'polyline': '113.351707,23.127535;113.351639,23.1273;113.351616,23.127195;113.351616,23.12709;113.351654,23.126368;113.351662,23.126221;113.351654,23.126125;113.351616,23.125959;113.351593,23.125875;113.35154,23.125792;113.351334,23.125624'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔立交桥向西南行驶39米右转', 'orientation': '西南', 'road': '黄埔立交桥', 'distance': '39', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '26', 'polyline': '113.351334,23.125624;113.351051,23.125387', 'action': 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'113.348854,23.125565;113.350349,23.125338;113.351479,23.12517;113.352661,23.125004;113.353271,23.124891;113.35376,23.124809;113.355286,23.124523;113.355789,23.124432;113.356339,23.124336;113.356659,23.124231;113.356934,23.124193;113.357269,23.124136;113.357536,23.124084;113.358086,23.12398;113.358482,23.123907;113.358894,23.123833;113.359131,23.123789', 'action': '靠右', 'assistant_action': '进入辅路', 'tmcs': [{'lcode': [], 'distance': '154', 'status': '畅通', 'polyline': '113.348854,23.125565;113.350349,23.125338'}, {'lcode': [], 'distance': '117', 'status': '畅通', 'polyline': '113.350349,23.125338;113.351479,23.12517'}, {'lcode': [], 'distance': '122', 'status': '畅通', 'polyline': '113.351479,23.12517;113.352661,23.125004'}, {'lcode': [], 'distance': '64', 'status': '畅通', 'polyline': '113.352661,23.125004;113.353271,23.124891'}, {'lcode': [], 'distance': '50', 'status': '畅通', 'polyline': '113.353271,23.124891;113.35376,23.124809'}, {'lcode': [], 'distance': '159', 'status': '畅通', 'polyline': '113.35376,23.124809;113.355286,23.124523'}, {'lcode': [], 'distance': '52', 'status': '畅通', 'polyline': '113.355286,23.124523;113.355789,23.124432'}, {'lcode': [], 'distance': '92', 'status': '畅通', 'polyline': '113.355789,23.124432;113.356339,23.124336;113.356659,23.124231'}, {'lcode': [], 'distance': '64', 'status': '畅通', 'polyline': '113.356659,23.124231;113.356934,23.124193;113.357269,23.124136'}, {'lcode': [], 'distance': '27', 'status': '畅通', 'polyline': '113.357269,23.124136;113.357536,23.124084'}, {'lcode': [], 'distance': '57', 'status': '畅通', 'polyline': '113.357536,23.124084;113.358086,23.12398'}, {'lcode': [], 'distance': '40', 'status': '畅通', 'polyline': '113.358086,23.12398;113.358482,23.123907'}, {'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.358482,23.123907;113.358894,23.123833'}, {'lcode': [], 'distance': '24', 'status': '畅通', 'polyline': '113.358894,23.123833;113.359131,23.123789'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道中向东行驶243米左转调头', 'orientation': '东', 'road': '黄埔大道中', 'distance': '243', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '62', 'polyline': '113.359131,23.123789;113.359261,23.123716;113.359505,23.123663;113.360603,23.123451;113.360641,23.123447;113.361023,23.12336;113.361397,23.123285;113.361473,23.123268', 'action': '左转调头', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '40', 'status': '畅通', 'polyline': '113.359131,23.123789;113.359261,23.123716;113.359505,23.123663'}, {'lcode': [], 'distance': '118', 'status': '畅通', 'polyline': '113.359505,23.123663;113.360603,23.123451;113.360641,23.123447'}, {'lcode': [], 'distance': '39', 'status': '畅通', 'polyline': '113.360641,23.123447;113.361023,23.12336'}, {'lcode': [], 'distance': '39', 'status': '畅通', 'polyline': '113.361023,23.12336;113.361397,23.123285'}, {'lcode': [], 'distance': '7', 'status': '畅通', 'polyline': '113.361397,23.123285;113.361473,23.123268'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '沿黄埔大道中向北行驶57米右转', 'orientation': '北', 'road': '黄埔大道中', 'distance': '57', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '15', 'polyline': '113.361473,23.123268;113.361549,23.123316;113.36161,23.123383;113.361618,23.123425;113.36161,23.123503;113.361572,23.123594;113.361427,23.123625', 'action': '右转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '43', 'status': '畅通', 'polyline': '113.361473,23.123268;113.361549,23.123316;113.36161,23.123383;113.361618,23.123425;113.36161,23.123503;113.361572,23.123594'}, {'lcode': [], 'distance': '14', 'status': '畅通', 'polyline': '113.361572,23.123594;113.361427,23.123625'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '向北行驶41米左转', 'orientation': '北', 'distance': '41', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '11', 'polyline': '113.361427,23.123625;113.361443,23.123772;113.361443,23.124002', 'action': '左转', 'assistant_action': [], 'tmcs': [{'lcode': [], 'distance': '16', 'status': '未知', 'polyline': '113.361427,23.123625;113.361443,23.123772'}, {'lcode': [], 'distance': '25', 'status': '未知', 'polyline': '113.361443,23.123772;113.361443,23.124002'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}, {'instruction': '向西北行驶138米到达目的地', 'orientation': '西北', 'distance': '138', 'tolls': '0', 'toll_distance': '0', 'toll_road': [], 'duration': '50', 'polyline': '113.361443,23.124002;113.361076,23.124062;113.360924,23.124107;113.360809,23.12418;113.360748,23.124313;113.360756,23.124489;113.360863,23.124777', 'action': [], 'assistant_action': '到达目的地', 'tmcs': [{'lcode': [], 'distance': '138', 'status': '未知', 'polyline': '113.361443,23.124002;113.361076,23.124062;113.360924,23.124107;113.360809,23.12418;113.360748,23.124313;113.360756,23.124489;113.360863,23.124777'}], 'cities': [{'name': '广州市', 'citycode': '020', 'adcode': '440100', 'districts': [{'name': '天河区', 'adcode': '440106'}]}]}], 'restriction': '0', 'traffic_lights': '0'}]}}\n"
     ]
    }
   ],
   "source": [
    "def integrated(origin,destination,extensions,voriginid=None,destinationid=None,origintype=None,strategy=10,waypoints=None,output=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/direction/driving?parameters'\n",
    "    params={\n",
    "        'key':key,\n",
    "        'origin':origin,\n",
    "        'destination':destination,\n",
    "        'voriginid':voriginid,\n",
    "        'destinationid':destinationid,\n",
    "        'extensions':extensions,\n",
    "        'waypoints':waypoints,\n",
    "        'origintype':origintype,\n",
    "        'strategy':strategy,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "\n",
    "中大南方 = geocode('广东省广州市中山大学南方学院')\n",
    "中大南方_location = 中大南方['geocodes'][0]['location']\n",
    "天河城 = geocode('广东省广州市天河城')\n",
    "天河城_location = 天河城['geocodes'][0]['location']\n",
    "print(\"(起点)中山南方_location:\",中大南方_location,\"(终点)天河城_location:\",天河城_location)\n",
    "\n",
    "\n",
    "中大南方_天河城 = integrated(中大南方_location,天河城_location,extensions='all')\n",
    "print(中大南方_天河城)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>citycode</th>\n",
       "      <th>adcode</th>\n",
       "      <th>name</th>\n",
       "      <th>center</th>\n",
       "      <th>level</th>\n",
       "      <th>districts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0758</td>\n",
       "      <td>441200</td>\n",
       "      <td>肇庆市</td>\n",
       "      <td>112.472529,23.051546</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0758', 'adcode': '441224', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0757</td>\n",
       "      <td>440600</td>\n",
       "      <td>佛山市</td>\n",
       "      <td>113.122717,23.028762</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0757', 'adcode': '440607', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0754</td>\n",
       "      <td>440500</td>\n",
       "      <td>汕头市</td>\n",
       "      <td>116.708463,23.37102</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0754', 'adcode': '440513', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0752</td>\n",
       "      <td>441300</td>\n",
       "      <td>惠州市</td>\n",
       "      <td>114.412599,23.079404</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0752', 'adcode': '441324', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0755</td>\n",
       "      <td>440300</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>114.085947,22.547</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0755', 'adcode': '440306', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0756</td>\n",
       "      <td>440400</td>\n",
       "      <td>珠海市</td>\n",
       "      <td>113.553986,22.224979</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0756', 'adcode': '440402', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0759</td>\n",
       "      <td>440800</td>\n",
       "      <td>湛江市</td>\n",
       "      <td>110.364977,21.274898</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0759', 'adcode': '440883', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0662</td>\n",
       "      <td>441700</td>\n",
       "      <td>阳江市</td>\n",
       "      <td>111.975107,21.859222</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0662', 'adcode': '441781', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0660</td>\n",
       "      <td>441500</td>\n",
       "      <td>汕尾市</td>\n",
       "      <td>115.364238,22.774485</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0660', 'adcode': '441523', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0768</td>\n",
       "      <td>445100</td>\n",
       "      <td>潮州市</td>\n",
       "      <td>116.632301,23.661701</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0768', 'adcode': '445122', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0750</td>\n",
       "      <td>440700</td>\n",
       "      <td>江门市</td>\n",
       "      <td>113.094942,22.590431</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0750', 'adcode': '440784', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0766</td>\n",
       "      <td>445300</td>\n",
       "      <td>云浮市</td>\n",
       "      <td>112.044439,22.929801</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0766', 'adcode': '445322', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0767</td>\n",
       "      <td>442100</td>\n",
       "      <td>东沙群岛</td>\n",
       "      <td>116.887312,20.617512</td>\n",
       "      <td>city</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0668</td>\n",
       "      <td>440900</td>\n",
       "      <td>茂名市</td>\n",
       "      <td>110.919229,21.659751</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0668', 'adcode': '440983', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0762</td>\n",
       "      <td>441600</td>\n",
       "      <td>河源市</td>\n",
       "      <td>114.697802,23.746266</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0762', 'adcode': '441622', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0753</td>\n",
       "      <td>441400</td>\n",
       "      <td>梅州市</td>\n",
       "      <td>116.117582,24.299112</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0753', 'adcode': '441427', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0769</td>\n",
       "      <td>441900</td>\n",
       "      <td>东莞市</td>\n",
       "      <td>113.746262,23.046237</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0769', 'adcode': '441900', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0663</td>\n",
       "      <td>445200</td>\n",
       "      <td>揭阳市</td>\n",
       "      <td>116.355733,23.543778</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0663', 'adcode': '445222', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0763</td>\n",
       "      <td>441800</td>\n",
       "      <td>清远市</td>\n",
       "      <td>113.051227,23.685022</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0763', 'adcode': '441882', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0751</td>\n",
       "      <td>440200</td>\n",
       "      <td>韶关市</td>\n",
       "      <td>113.591544,24.801322</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0751', 'adcode': '440282', 'nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>020</td>\n",
       "      <td>440100</td>\n",
       "      <td>广州市</td>\n",
       "      <td>113.280637,23.125178</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '020', 'adcode': '440117', 'name...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0760</td>\n",
       "      <td>442000</td>\n",
       "      <td>中山市</td>\n",
       "      <td>113.382391,22.521113</td>\n",
       "      <td>city</td>\n",
       "      <td>[{'citycode': '0760', 'adcode': '442000', 'nam...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   citycode  adcode  name                center level  \\\n",
       "0      0758  441200   肇庆市  112.472529,23.051546  city   \n",
       "1      0757  440600   佛山市  113.122717,23.028762  city   \n",
       "2      0754  440500   汕头市   116.708463,23.37102  city   \n",
       "3      0752  441300   惠州市  114.412599,23.079404  city   \n",
       "4      0755  440300   深圳市     114.085947,22.547  city   \n",
       "5      0756  440400   珠海市  113.553986,22.224979  city   \n",
       "6      0759  440800   湛江市  110.364977,21.274898  city   \n",
       "7      0662  441700   阳江市  111.975107,21.859222  city   \n",
       "8      0660  441500   汕尾市  115.364238,22.774485  city   \n",
       "9      0768  445100   潮州市  116.632301,23.661701  city   \n",
       "10     0750  440700   江门市  113.094942,22.590431  city   \n",
       "11     0766  445300   云浮市  112.044439,22.929801  city   \n",
       "12     0767  442100  东沙群岛  116.887312,20.617512  city   \n",
       "13     0668  440900   茂名市  110.919229,21.659751  city   \n",
       "14     0762  441600   河源市  114.697802,23.746266  city   \n",
       "15     0753  441400   梅州市  116.117582,24.299112  city   \n",
       "16     0769  441900   东莞市  113.746262,23.046237  city   \n",
       "17     0663  445200   揭阳市  116.355733,23.543778  city   \n",
       "18     0763  441800   清远市  113.051227,23.685022  city   \n",
       "19     0751  440200   韶关市  113.591544,24.801322  city   \n",
       "20      020  440100   广州市  113.280637,23.125178  city   \n",
       "21     0760  442000   中山市  113.382391,22.521113  city   \n",
       "\n",
       "                                            districts  \n",
       "0   [{'citycode': '0758', 'adcode': '441224', 'nam...  \n",
       "1   [{'citycode': '0757', 'adcode': '440607', 'nam...  \n",
       "2   [{'citycode': '0754', 'adcode': '440513', 'nam...  \n",
       "3   [{'citycode': '0752', 'adcode': '441324', 'nam...  \n",
       "4   [{'citycode': '0755', 'adcode': '440306', 'nam...  \n",
       "5   [{'citycode': '0756', 'adcode': '440402', 'nam...  \n",
       "6   [{'citycode': '0759', 'adcode': '440883', 'nam...  \n",
       "7   [{'citycode': '0662', 'adcode': '441781', 'nam...  \n",
       "8   [{'citycode': '0660', 'adcode': '441523', 'nam...  \n",
       "9   [{'citycode': '0768', 'adcode': '445122', 'nam...  \n",
       "10  [{'citycode': '0750', 'adcode': '440784', 'nam...  \n",
       "11  [{'citycode': '0766', 'adcode': '445322', 'nam...  \n",
       "12                                                 []  \n",
       "13  [{'citycode': '0668', 'adcode': '440983', 'nam...  \n",
       "14  [{'citycode': '0762', 'adcode': '441622', 'nam...  \n",
       "15  [{'citycode': '0753', 'adcode': '441427', 'nam...  \n",
       "16  [{'citycode': '0769', 'adcode': '441900', 'nam...  \n",
       "17  [{'citycode': '0663', 'adcode': '445222', 'nam...  \n",
       "18  [{'citycode': '0763', 'adcode': '441882', 'nam...  \n",
       "19  [{'citycode': '0751', 'adcode': '440282', 'nam...  \n",
       "20  [{'citycode': '020', 'adcode': '440117', 'name...  \n",
       "21  [{'citycode': '0760', 'adcode': '442000', 'nam...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>citycode</th>\n",
       "      <th>adcode</th>\n",
       "      <th>name</th>\n",
       "      <th>center</th>\n",
       "      <th>level</th>\n",
       "      <th>districts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0663</td>\n",
       "      <td>445222</td>\n",
       "      <td>揭西县</td>\n",
       "      <td>115.838708,23.4273</td>\n",
       "      <td>district</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0663</td>\n",
       "      <td>445281</td>\n",
       "      <td>普宁市</td>\n",
       "      <td>116.165082,23.29788</td>\n",
       "      <td>district</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0663</td>\n",
       "      <td>445224</td>\n",
       "      <td>惠来县</td>\n",
       "      <td>116.295832,23.029834</td>\n",
       "      <td>district</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0663</td>\n",
       "      <td>445203</td>\n",
       "      <td>揭东区</td>\n",
       "      <td>116.412947,23.569887</td>\n",
       "      <td>district</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0663</td>\n",
       "      <td>445202</td>\n",
       "      <td>榕城区</td>\n",
       "      <td>116.357045,23.535524</td>\n",
       "      <td>district</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  citycode  adcode name                center     level districts\n",
       "0     0663  445222  揭西县    115.838708,23.4273  district        []\n",
       "1     0663  445281  普宁市   116.165082,23.29788  district        []\n",
       "2     0663  445224  惠来县  116.295832,23.029834  district        []\n",
       "3     0663  445203  揭东区  116.412947,23.569887  district        []\n",
       "4     0663  445202  榕城区  116.357045,23.535524  district        []"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def district(keywords,subdistrict=None,page=None,offset=None,extensions='base',filter=None,)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/config/district?parameters'\n",
    "    params={\n",
    "        'key':key,\n",
    "        'keywords':keywords,\n",
    "        'subdistrict':subdistrict,\n",
    "        'page':page,\n",
    "        'offset':offset,\n",
    "        'extensions':extensions,\n",
    "        'filter':filter,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "行政区域 = district(keywords='广东',extensions='all',subdistrict=2)\n",
    "\n",
    "df_行政区域_1级 = pd.json_normalize(行政区域[\"districts\"][0]['districts'])\n",
    "\n",
    "df_行政区域_2级_揭阳市 = pd.json_normalize(行政区域[\"districts\"][0]['districts'][17]['districts'])\n",
    "display(df_行政区域_1级,df_行政区域_2级_揭阳市)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '896',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'suggestion': {'keywords': [], 'cities': []},\n",
       " 'pois': [{'id': 'B0FFFA1CM3',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '兰州正宗牛肉拉面(亿裕街店)',\n",
       "   'tag': [],\n",
       "   'type': '餐饮服务;中餐厅;清真菜馆',\n",
       "   'typecode': '050121',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '裕华街51号(坤豪大厦北)',\n",
       "   'location': '113.549013,22.802257',\n",
       "   'tel': [],\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440115',\n",
       "   'adname': '南沙区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413146302',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F015045_5475',\n",
       "   'entr_location': [],\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-03 02:38:51',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '5.0', 'cost': [], 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/55922f1ea310e499fdb5945f'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/dea5fb0cf48ad024aa2e3bf402a31a93'}]},\n",
       "  {'id': 'B00140UEKD',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '南沙鲤鱼门海鲜城(十二道店)',\n",
       "   'tag': [],\n",
       "   'type': '餐饮服务;中餐厅;海鲜酒楼',\n",
       "   'typecode': '050119',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '环市大道南35号',\n",
       "   'location': '113.595363,22.748457',\n",
       "   'tel': [],\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440115',\n",
       "   'adname': '南沙区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413049721',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F015045_2082',\n",
       "   'entr_location': [],\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-03-26 21:39:32',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '3.5', 'cost': [], 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': '产品图',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/9e5f614ff5c08e9176b30c58bebbab4e'},\n",
       "    {'title': '内景图',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d10df07206de31ee5063f4fc26d42df9'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/56a9393151f1ca8ec4f9bedc8421cf1e'}]},\n",
       "  {'id': 'B0FFFAHVPG',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '顺昌酒楼',\n",
       "   'tag': [],\n",
       "   'type': '餐饮服务;中餐厅;综合酒楼',\n",
       "   'typecode': '050101',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '大岗镇谭洲民生路100号',\n",
       "   'location': '113.385659,22.787650',\n",
       "   'tel': '020-39133108;13609075282',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440115',\n",
       "   'adname': '南沙区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413134012',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F015044_24689',\n",
       "   'entr_location': '113.385673,22.787888',\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-23 07:10:28',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '3.5', 'cost': '62.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/b59945050da998eba89856d3365f34eb'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/cc4eb7a6186f3c8f0868ae1864ee9ae6'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/64705c90e205ccaccb7f962734802748'}]},\n",
       "  {'id': 'B00141RXR2',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '沙县小吃(中环路店)',\n",
       "   'tag': '云吞,饺子',\n",
       "   'type': '餐饮服务;中餐厅;特色/地方风味餐厅',\n",
       "   'typecode': '050118',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '横沥镇中环路21号',\n",
       "   'location': '113.490648,22.735147',\n",
       "   'tel': [],\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440115',\n",
       "   'adname': '南沙区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413038900',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F016044_11174',\n",
       "   'entr_location': [],\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-03-31 10:22:59',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '3.5', 'cost': '12.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/110f7083a3bc7f01c98d2a4f686413e5'},\n",
       "    {'title': '商户图片',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/cb3f680ecca219d82aaa39e1e5f4988c'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/272f76ca1ac36e694723155b5771eea9'}]},\n",
       "  {'id': 'B00140W617',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '荔景酒店',\n",
       "   'tag': [],\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'typecode': '050100',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '新造镇兴华路88号',\n",
       "   'location': '113.420533,23.034873',\n",
       "   'tel': '020-84728888',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440113',\n",
       "   'adname': '番禺区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413434301',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F012044_1129',\n",
       "   'entr_location': '113.420772,23.035361',\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-15 13:27:26',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '3.5', 'cost': [], 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [{'id': ' B0FFFR4V8B ',\n",
       "     'name': ' 荔景酒店停车场 ',\n",
       "     'sname': ' 停车场 ',\n",
       "     'location': '113.420851,23.035204',\n",
       "     'address': ' 兴华路88号 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '停车场',\n",
       "     'typecode': ' 150904 '}],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/13abcd32189aa57f4512f7509c7baa4f'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/a7a907055c42474605961bd3c4ddb35c'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/3c3a354fef5fd90ba37d74108a6644e1'}]},\n",
       "  {'id': 'B001409616',\n",
       "   'parent': 'B0FFF06EOH',\n",
       "   'childtype': '302',\n",
       "   'name': '沙湾镇政府迎宾楼',\n",
       "   'tag': [],\n",
       "   'type': '政府机构及社会团体;政府机关;乡镇级政府及事业单位|住宿服务;宾馆酒店;宾馆酒店|餐饮服务;中餐厅;中餐厅',\n",
       "   'typecode': '130105|100100|050100',\n",
       "   'biz_type': [],\n",
       "   'address': '沙湾镇中华大道371号',\n",
       "   'location': '113.345429,22.908036',\n",
       "   'tel': '020-84731420',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440113',\n",
       "   'adname': '番禺区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '2',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413228721',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F014043_578',\n",
       "   'entr_location': '113.345228,22.907965',\n",
       "   'business_area': '沙湾',\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-23 11:39:56',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.4',\n",
       "    'cost': [],\n",
       "    'hotel_ordering': '1',\n",
       "    'meal_ordering': '0',\n",
       "    'star': [],\n",
       "    'lowest_price': '131.00'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': 'Logo',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/85a1e27a41e41c3c400920291eabdaa0'},\n",
       "    {'title': '客房',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d9b0686d1438b0b217e7d704e5bc5437'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/f3e9f0acf3770f71bb9223da76cece29'}]},\n",
       "  {'id': 'B00140UD8Y',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '波记海鲜火锅',\n",
       "   'tag': '姜葱炒花蟹,盐焗乳鸽,豉油鸡,荷芹炒海鲈球,招牌铁板牛仔骨,深井烧鹅,瑶柱节瓜脯,年糕,炸馒头,脆皮烧肉,香煎一夜情,白灼鲜鱿鱼,香煎秋刀鱼,酥炸黄眉头,豉汁蒸黄骨鱼,萝卜酸冰梅鹅,三丝鱼肚羹,上汤苋菜,美极大罗氏虾,特色蒸海鲈鱼,蛇锅,石榴,辣椒圈,椰子浸鸡,蛇碌',\n",
       "   'type': '餐饮服务;中餐厅;海鲜酒楼',\n",
       "   'typecode': '050119',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '沙湾镇青萝路8号',\n",
       "   'location': '113.338118,22.913187',\n",
       "   'tel': '020-84732813;13922331228',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
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       "   'type': '餐饮服务;中餐厅;海鲜酒楼',\n",
       "   'typecode': '050119',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '雅瑶中路1号',\n",
       "   'location': '113.224308,23.361589',\n",
       "   'tel': '020-86828883;020-86820088',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440114',\n",
       "   'adname': '花都区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3513013712',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F008042_135118',\n",
       "   'entr_location': '113.223935,23.361889',\n",
       "   'business_area': '雅瑶社区',\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-23 11:12:28',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.5', 'cost': '129.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': '产品图',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/303fe87cfeb69a6195bbcd312398f514'},\n",
       "    {'title': '产品图',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/bebe57f31c538307cbeba3bde020623b'},\n",
       "    {'title': '内景图',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/f586c55dbc08e3699763cae8b27df1af'}]},\n",
       "  {'id': 'B00141UZS8',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '米库欢喜(番禺店)',\n",
       "   'tag': '招牌重庆凉面,红酒虾,招牌葱香鸡,炝藕丁,法国鹅肝炒饭,水煮鱼,麻辣牛肉,番茄汤鳜鱼,枸杞叶,红油抄手,奶香松板肉,养颜花茶,白灼墨鱼,酸汤肥牛,糯米鸭,酸菜桂鱼,椒盐排骨,干锅圣子,泡椒鲍鱼,水煮肥牛,椒丝腐乳炒通菜,香辣虾,白菜苔,铁板黄花鱼,山药饼',\n",
       "   'type': '餐饮服务;中餐厅;四川菜(川菜)',\n",
       "   'typecode': '050102',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '洛溪新城北环路11号星坊60',\n",
       "   'location': '113.292040,23.051189',\n",
       "   'tel': '020-34302202;15876520301',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440113',\n",
       "   'adname': '番禺区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413426301',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F012043_313280',\n",
       "   'entr_location': [],\n",
       "   'business_area': '洛溪',\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-18 10:59:52',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.5', 'cost': '113.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/49d6aa66c7213d80fb01e140b59e331a'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/549ad8f7e5cdbb0bb7d107d3ec7a946c'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5fbafe3a13b93081196994d2e84e3dab'}]},\n",
       "  {'id': 'B00141KSC2',\n",
       "   'parent': 'B00140UFAY',\n",
       "   'childtype': '312',\n",
       "   'name': '广州富力丽思卡尔顿酒店-丽轩中餐厅',\n",
       "   'tag': '私房珍味葵花鸡,松露酱捞手工面,龍蝦湯貴妃湯泡飯,青柠海盐煎和牛粒,木鱼烤银鳕鱼,芝士紫薯,松露菌香布袋,红酒鹅肝葱油饼,古法云胜蒸龙趸球,鸭舌,松露烧卖,香茅鸽,拿破仑腰果酥,黄耳鲜核桃炒芥兰,金沙辣炒黑虎虾球,鱼子酱麒麟片皮鸭,甘梅汁有机番茄仔,螺片捞私房葵花鸡,拌海螺,开胃茶,鱼汤煮高山小白菜,春卷,小笼包,鲍鱼焖鸡,烤鸭',\n",
       "   'type': '餐饮服务;中餐厅;广东菜(粤菜)',\n",
       "   'typecode': '050103',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '兴安路3号广州富力丽思卡尔顿酒店3层(近省博物馆)',\n",
       "   'location': '113.327470,23.116173',\n",
       "   'tel': '020-38136888;020-38136689',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440106',\n",
       "   'adname': '天河区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413523620',\n",
       "   'distance': [],\n",
       "   'navi_poiid': [],\n",
       "   'entr_location': [],\n",
       "   'business_area': '珠江新城',\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-03 02:35:48',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '5.0', 'cost': '635.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/c6a1e26a4444957d84a6126b0004d797'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5de0d977eaa4b26cd9ba9639e9416585'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d59261a02c2c7f258de50b10814a8632'}]},\n",
       "  {'id': 'B00141JHA5',\n",
       "   'parent': 'B0FFFYPEE9',\n",
       "   'childtype': '302',\n",
       "   'name': '白虎自助餐厅(环园中路)',\n",
       "   'tag': '与白虎共餐,自助餐,三文鱼,海鲜,长脚蟹,火烈鸟,麻辣小龙虾,牛排,甜筒雪糕,芝士焗生蚝,红虾刺身,鹅肝酱,炖汤,芝士蛋糕,甜点,与火烈鸟共餐,羊排,冻蟹,咖啡,日式刺身,炭烧生蚝,酥皮汤,动物面包,云吞面,葡挞',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'typecode': '050100',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '迎宾路长隆酒店2大堂1层',\n",
       "   'location': '113.329189,23.001291',\n",
       "   'tel': '020-84786838',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440113',\n",
       "   'adname': '番禺区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413420601',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F012043_133265',\n",
       "   'entr_location': [],\n",
       "   'business_area': '大石',\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-23 03:30:46',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.5', 'cost': '256.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/6b0a80a35ce08b10c950ddb564e48bd2'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5dd0e7545f21e65094a78e0395edf0e8'},\n",
       "    {'title': '产品图',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/0488159d84e2a4400e8ae33ef99526cb'}]},\n",
       "  {'id': 'B00141J2H6',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '腰记饭店',\n",
       "   'tag': '蚝油干逼鸡,柚皮鱼肠,钵仔焗禾虫,钵仔莲藕粉,面豉蒸猪肉,酿大肠粉肠,泥虾蒸仔鱼,卤水猪肚,面豉子姜花肉,泥虾蒸黄立鱼,老火汤,蒸藕粉,海河虾,柚皮火腩,禮云子柚皮,荷叶蒸鸡,无花果汤,卤水大肠头,菜心,咸泥虾蒸鲚鱼,蝦子柚皮,禮雲子炒飯,立鱼,泥虾清蒸鱼,无锡骨',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'typecode': '050100',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '化龙镇龙源路15号',\n",
       "   'location': '113.451925,23.042001',\n",
       "   'tel': '020-84755405',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440113',\n",
       "   'adname': '番禺区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413435600',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F012044_1797',\n",
       "   'entr_location': '113.451929,23.041839',\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-23 10:59:44',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.5', 'cost': '109.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/a181982994378f12ccc4ce22d3633d0a'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/ebd0daadb144666c58fd4a30d1a4a408'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/13027e6df20e4545bc4f01d7e35c9112'}]},\n",
       "  {'id': 'B00141ICKV',\n",
       "   'parent': [],\n",
       "   'childtype': [],\n",
       "   'name': '泥焗鸡(花都店)',\n",
       "   'tag': '招牌泥焗鸡,臭屁醋,酿豆腐,泥焗鸡,煎酿三宝',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'typecode': '050100',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '风神大道尾保利城正门对面',\n",
       "   'location': '113.160205,23.376712',\n",
       "   'tel': '020-61827618;13609604870;020-36863787',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440114',\n",
       "   'adname': '花都区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3513015202',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F008042_129050',\n",
       "   'entr_location': [],\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-03-27 10:45:33',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.7', 'cost': '63.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/1ccbe9edec378c783405ba1a2b10c20d'},\n",
       "    {'title': '环境',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/6b0696a6ee447b2a9184ba770c243985'},\n",
       "    {'title': '环境',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/186a4435ed56983d419fda72d6d842e7'}]},\n",
       "  {'id': 'B00140W8SU',\n",
       "   'parent': 'B00140ULO4',\n",
       "   'childtype': '202',\n",
       "   'name': '悦宴酒家(晨悦店)',\n",
       "   'tag': '鲜无花果椰香浸鸡,红烧乳鸽,红焖羊肉,连州腊味煲仔饭,咸甜薄撑,酸菜桂花鱼,连州高脚菜心,蜜椒烧排骨,栗子南瓜炖肉,沙田乳鸽,柠檬鸭,浓汤佛跳墙,冰镇凉瓜,牛仔骨,南沙粉藕煲猪踭,蒸凤爪,燕麦包,有机南瓜焖梅花猪,菜花炒爽脷,西湖牛肉羹,客家土猪菜干煲,白切鸡,芝士排骨,烧鹅,麻辣香蹄',\n",
       "   'type': '餐饮服务;中餐厅;综合酒楼',\n",
       "   'typecode': '050101',\n",
       "   'biz_type': 'diner',\n",
       "   'address': '天源路961号晨悦大酒店3层(广州艺术学校对面)',\n",
       "   'location': '113.359467,23.184276',\n",
       "   'tel': '020-22023618',\n",
       "   'postcode': [],\n",
       "   'website': [],\n",
       "   'email': [],\n",
       "   'pcode': '440000',\n",
       "   'pname': '广东省',\n",
       "   'citycode': '020',\n",
       "   'cityname': '广州市',\n",
       "   'adcode': '440106',\n",
       "   'adname': '天河区',\n",
       "   'importance': [],\n",
       "   'shopid': [],\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'gridcode': '3413622802',\n",
       "   'distance': [],\n",
       "   'navi_poiid': 'F49F010043_83905',\n",
       "   'entr_location': '113.359532,23.184227',\n",
       "   'business_area': [],\n",
       "   'exit_location': [],\n",
       "   'match': '0',\n",
       "   'recommend': '0',\n",
       "   'timestamp': '2020-04-21 18:02:57',\n",
       "   'alias': [],\n",
       "   'indoor_map': '0',\n",
       "   'indoor_data': {'cpid': [], 'floor': [], 'truefloor': [], 'cmsid': []},\n",
       "   'groupbuy_num': '0',\n",
       "   'discount_num': '0',\n",
       "   'biz_ext': {'rating': '4.5', 'cost': '63.00', 'meal_ordering': '0'},\n",
       "   'event': [],\n",
       "   'children': [],\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/1cf6de74c55f4fc93de72f6edc20f65a'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/f16b9d6405d5b899a8fea07bdfe5ca6d'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/e3b3088c67d444ff2206b3034765d1c5'}]}]}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-1\n",
    "def place_text(keywords,types,city=None,citylimit=None,children=None,page=None,extensions='base',sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/place/text?parameters'\n",
    "    params={\n",
    "        'key':key,\n",
    "        'keywords':keywords,\n",
    "        'types':types,\n",
    "        'city':city,\n",
    "        'citylimit':citylimit,\n",
    "        'children':children,\n",
    "        'page':page,\n",
    "        'extensions':extensions,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "广州_美食 = place_text('餐饮服务','湖南菜',city=\"广州市\",children=1,extensions='all')\n",
    "广州_美食\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>location</th>\n",
       "      <th>...</th>\n",
       "      <th>indoor_data.cpid</th>\n",
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       "      <th>biz_ext.cost</th>\n",
       "      <th>biz_ext.meal_ordering</th>\n",
       "      <th>biz_ext.hotel_ordering</th>\n",
       "      <th>biz_ext.star</th>\n",
       "      <th>biz_ext.lowest_price</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>B0FFFA1CM3</td>\n",
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       "      <td>[]</td>\n",
       "      <td>兰州正宗牛肉拉面(亿裕街店)</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;中餐厅;清真菜馆</td>\n",
       "      <td>050121</td>\n",
       "      <td>diner</td>\n",
       "      <td>裕华街51号(坤豪大厦北)</td>\n",
       "      <td>113.549013,22.802257</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "      <th>1</th>\n",
       "      <td>B00140UEKD</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>南沙鲤鱼门海鲜城(十二道店)</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;中餐厅;海鲜酒楼</td>\n",
       "      <td>050119</td>\n",
       "      <td>diner</td>\n",
       "      <td>环市大道南35号</td>\n",
       "      <td>113.595363,22.748457</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0FFFAHVPG</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>顺昌酒楼</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;中餐厅;综合酒楼</td>\n",
       "      <td>050101</td>\n",
       "      <td>diner</td>\n",
       "      <td>大岗镇谭洲民生路100号</td>\n",
       "      <td>113.385659,22.787650</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>62.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B00141RXR2</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>沙县小吃(中环路店)</td>\n",
       "      <td>云吞,饺子</td>\n",
       "      <td>餐饮服务;中餐厅;特色/地方风味餐厅</td>\n",
       "      <td>050118</td>\n",
       "      <td>diner</td>\n",
       "      <td>横沥镇中环路21号</td>\n",
       "      <td>113.490648,22.735147</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>12.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B00140W617</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>荔景酒店</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>050100</td>\n",
       "      <td>diner</td>\n",
       "      <td>新造镇兴华路88号</td>\n",
       "      <td>113.420533,23.034873</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B001409616</td>\n",
       "      <td>B0FFF06EOH</td>\n",
       "      <td>302</td>\n",
       "      <td>沙湾镇政府迎宾楼</td>\n",
       "      <td>[]</td>\n",
       "      <td>政府机构及社会团体;政府机关;乡镇级政府及事业单位|住宿服务;宾馆酒店;宾馆酒店|餐饮服务;...</td>\n",
       "      <td>130105|100100|050100</td>\n",
       "      <td>[]</td>\n",
       "      <td>沙湾镇中华大道371号</td>\n",
       "      <td>113.345429,22.908036</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.4</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>131.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B00140UD8Y</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>波记海鲜火锅</td>\n",
       "      <td>姜葱炒花蟹,盐焗乳鸽,豉油鸡,荷芹炒海鲈球,招牌铁板牛仔骨,深井烧鹅,瑶柱节瓜脯,年糕,炸馒...</td>\n",
       "      <td>餐饮服务;中餐厅;海鲜酒楼</td>\n",
       "      <td>050119</td>\n",
       "      <td>diner</td>\n",
       "      <td>沙湾镇青萝路8号</td>\n",
       "      <td>113.338118,22.913187</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>55.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B0FFGAPTB3</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>丽湖轩</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;休闲餐饮场所;休闲餐饮场所|餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>050400|050100</td>\n",
       "      <td>diner</td>\n",
       "      <td>流溪河林场105国道彩虹桥旁</td>\n",
       "      <td>113.796863,23.746603</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B0FFGWQPGP</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>第六生产队</td>\n",
       "      <td>生蚝,濑尿虾,青口,河虾,花螺</td>\n",
       "      <td>餐饮服务;中餐厅;火锅店</td>\n",
       "      <td>050117</td>\n",
       "      <td>diner</td>\n",
       "      <td>N59乡道</td>\n",
       "      <td>113.348035,22.873851</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>81.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B0FFG93NIG</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>食方缘(五羊别墅店)</td>\n",
       "      <td>美娘梅汁鲜苔卷,黑松露素鲍汁秘制豆腐,石锅珍菌炒饭,杂果咕噜肉,黑椒素扒,锡包茄子,宫爆猴头...</td>\n",
       "      <td>餐饮服务;中餐厅;中式素菜馆</td>\n",
       "      <td>050120</td>\n",
       "      <td>diner</td>\n",
       "      <td>寺右南二街5巷6号</td>\n",
       "      <td>113.312575,23.117332</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>70.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>B0FFG1O0JT</td>\n",
       "      <td>B0FFH8147M</td>\n",
       "      <td>201</td>\n",
       "      <td>感恩心素食馆</td>\n",
       "      <td>南瓜西米露,糕点,炖汤,西兰花,橄榄菜炒饭,炸春卷,豆角,炸云吞,煎饺,鸡骨草汤,霸王花汤,...</td>\n",
       "      <td>餐饮服务;中餐厅;中式素菜馆</td>\n",
       "      <td>050120</td>\n",
       "      <td>diner</td>\n",
       "      <td>南大路2号百世家居2层</td>\n",
       "      <td>113.336725,23.010557</td>\n",
       "      <td>...</td>\n",
       "      <td>B0FFH8147M</td>\n",
       "      <td>2</td>\n",
       "      <td>F2</td>\n",
       "      <td>GD0022530210200052</td>\n",
       "      <td>4.5</td>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B00140BENW</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>新兴饭店(前进路店)</td>\n",
       "      <td>羊腩金鼎煲,白切东山羊,新兴秘制羊肉煲,巴西烤羊腿,酥皮焗羊奶,羊奶挞,孜然烤草原羊排,原只...</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>050100</td>\n",
       "      <td>diner</td>\n",
       "      <td>前进路92-94号</td>\n",
       "      <td>113.277454,23.100649</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.2</td>\n",
       "      <td>69.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>B0FFG6ZL2Q</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>椰林3号海鲜码头(从化店)</td>\n",
       "      <td>荔枝木烧龙虾,蒜蓉粉丝蒸带子,炭烧生蚝,螃蟹,干锅鲍鱼,花螺,鲍汁豆腐,豉汁炒圣子王,椒盐濑...</td>\n",
       "      <td>餐饮服务;中餐厅;海鲜酒楼</td>\n",
       "      <td>050119</td>\n",
       "      <td>diner</td>\n",
       "      <td>环市东路666号(凯景酒店紧邻)</td>\n",
       "      <td>113.615535,23.556321</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>112.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>B0FFF33RKP</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>椰林海鲜2号码头</td>\n",
       "      <td>海鲜,椒盐超大罗氏虾,椒盐濑尿虾,元贝,芝士龙虾,碳烤生蚝,花蟹,豉汁蒸鲟龙鱼,九头鱼,海胆...</td>\n",
       "      <td>餐饮服务;中餐厅;海鲜酒楼</td>\n",
       "      <td>050119</td>\n",
       "      <td>diner</td>\n",
       "      <td>雅瑶中路1号</td>\n",
       "      <td>113.224308,23.361589</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>129.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>B00141UZS8</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>米库欢喜(番禺店)</td>\n",
       "      <td>招牌重庆凉面,红酒虾,招牌葱香鸡,炝藕丁,法国鹅肝炒饭,水煮鱼,麻辣牛肉,番茄汤鳜鱼,枸杞叶...</td>\n",
       "      <td>餐饮服务;中餐厅;四川菜(川菜)</td>\n",
       "      <td>050102</td>\n",
       "      <td>diner</td>\n",
       "      <td>洛溪新城北环路11号星坊60</td>\n",
       "      <td>113.292040,23.051189</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>113.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>B00141KSC2</td>\n",
       "      <td>B00140UFAY</td>\n",
       "      <td>312</td>\n",
       "      <td>广州富力丽思卡尔顿酒店-丽轩中餐厅</td>\n",
       "      <td>私房珍味葵花鸡,松露酱捞手工面,龍蝦湯貴妃湯泡飯,青柠海盐煎和牛粒,木鱼烤银鳕鱼,芝士紫薯,...</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>050103</td>\n",
       "      <td>diner</td>\n",
       "      <td>兴安路3号广州富力丽思卡尔顿酒店3层(近省博物馆)</td>\n",
       "      <td>113.327470,23.116173</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>635.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>B00141JHA5</td>\n",
       "      <td>B0FFFYPEE9</td>\n",
       "      <td>302</td>\n",
       "      <td>白虎自助餐厅(环园中路)</td>\n",
       "      <td>与白虎共餐,自助餐,三文鱼,海鲜,长脚蟹,火烈鸟,麻辣小龙虾,牛排,甜筒雪糕,芝士焗生蚝,红...</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>050100</td>\n",
       "      <td>diner</td>\n",
       "      <td>迎宾路长隆酒店2大堂1层</td>\n",
       "      <td>113.329189,23.001291</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>256.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>B00141J2H6</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>腰记饭店</td>\n",
       "      <td>蚝油干逼鸡,柚皮鱼肠,钵仔焗禾虫,钵仔莲藕粉,面豉蒸猪肉,酿大肠粉肠,泥虾蒸仔鱼,卤水猪肚,...</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>050100</td>\n",
       "      <td>diner</td>\n",
       "      <td>化龙镇龙源路15号</td>\n",
       "      <td>113.451925,23.042001</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>109.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>B00141ICKV</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>泥焗鸡(花都店)</td>\n",
       "      <td>招牌泥焗鸡,臭屁醋,酿豆腐,泥焗鸡,煎酿三宝</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>050100</td>\n",
       "      <td>diner</td>\n",
       "      <td>风神大道尾保利城正门对面</td>\n",
       "      <td>113.160205,23.376712</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.7</td>\n",
       "      <td>63.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>B00140W8SU</td>\n",
       "      <td>B00140ULO4</td>\n",
       "      <td>202</td>\n",
       "      <td>悦宴酒家(晨悦店)</td>\n",
       "      <td>鲜无花果椰香浸鸡,红烧乳鸽,红焖羊肉,连州腊味煲仔饭,咸甜薄撑,酸菜桂花鱼,连州高脚菜心,蜜...</td>\n",
       "      <td>餐饮服务;中餐厅;综合酒楼</td>\n",
       "      <td>050101</td>\n",
       "      <td>diner</td>\n",
       "      <td>天源路961号晨悦大酒店3层(广州艺术学校对面)</td>\n",
       "      <td>113.359467,23.184276</td>\n",
       "      <td>...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>63.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id      parent childtype               name  \\\n",
       "0   B0FFFA1CM3          []        []     兰州正宗牛肉拉面(亿裕街店)   \n",
       "1   B00140UEKD          []        []     南沙鲤鱼门海鲜城(十二道店)   \n",
       "2   B0FFFAHVPG          []        []               顺昌酒楼   \n",
       "3   B00141RXR2          []        []         沙县小吃(中环路店)   \n",
       "4   B00140W617          []        []               荔景酒店   \n",
       "5   B001409616  B0FFF06EOH       302           沙湾镇政府迎宾楼   \n",
       "6   B00140UD8Y          []        []             波记海鲜火锅   \n",
       "7   B0FFGAPTB3          []        []                丽湖轩   \n",
       "8   B0FFGWQPGP          []        []              第六生产队   \n",
       "9   B0FFG93NIG          []        []         食方缘(五羊别墅店)   \n",
       "10  B0FFG1O0JT  B0FFH8147M       201             感恩心素食馆   \n",
       "11  B00140BENW          []        []         新兴饭店(前进路店)   \n",
       "12  B0FFG6ZL2Q          []        []      椰林3号海鲜码头(从化店)   \n",
       "13  B0FFF33RKP          []        []           椰林海鲜2号码头   \n",
       "14  B00141UZS8          []        []          米库欢喜(番禺店)   \n",
       "15  B00141KSC2  B00140UFAY       312  广州富力丽思卡尔顿酒店-丽轩中餐厅   \n",
       "16  B00141JHA5  B0FFFYPEE9       302       白虎自助餐厅(环园中路)   \n",
       "17  B00141J2H6          []        []               腰记饭店   \n",
       "18  B00141ICKV          []        []           泥焗鸡(花都店)   \n",
       "19  B00140W8SU  B00140ULO4       202          悦宴酒家(晨悦店)   \n",
       "\n",
       "                                                  tag  \\\n",
       "0                                                  []   \n",
       "1                                                  []   \n",
       "2                                                  []   \n",
       "3                                               云吞,饺子   \n",
       "4                                                  []   \n",
       "5                                                  []   \n",
       "6   姜葱炒花蟹,盐焗乳鸽,豉油鸡,荷芹炒海鲈球,招牌铁板牛仔骨,深井烧鹅,瑶柱节瓜脯,年糕,炸馒...   \n",
       "7                                                  []   \n",
       "8                                     生蚝,濑尿虾,青口,河虾,花螺   \n",
       "9   美娘梅汁鲜苔卷,黑松露素鲍汁秘制豆腐,石锅珍菌炒饭,杂果咕噜肉,黑椒素扒,锡包茄子,宫爆猴头...   \n",
       "10  南瓜西米露,糕点,炖汤,西兰花,橄榄菜炒饭,炸春卷,豆角,炸云吞,煎饺,鸡骨草汤,霸王花汤,...   \n",
       "11  羊腩金鼎煲,白切东山羊,新兴秘制羊肉煲,巴西烤羊腿,酥皮焗羊奶,羊奶挞,孜然烤草原羊排,原只...   \n",
       "12  荔枝木烧龙虾,蒜蓉粉丝蒸带子,炭烧生蚝,螃蟹,干锅鲍鱼,花螺,鲍汁豆腐,豉汁炒圣子王,椒盐濑...   \n",
       "13  海鲜,椒盐超大罗氏虾,椒盐濑尿虾,元贝,芝士龙虾,碳烤生蚝,花蟹,豉汁蒸鲟龙鱼,九头鱼,海胆...   \n",
       "14  招牌重庆凉面,红酒虾,招牌葱香鸡,炝藕丁,法国鹅肝炒饭,水煮鱼,麻辣牛肉,番茄汤鳜鱼,枸杞叶...   \n",
       "15  私房珍味葵花鸡,松露酱捞手工面,龍蝦湯貴妃湯泡飯,青柠海盐煎和牛粒,木鱼烤银鳕鱼,芝士紫薯,...   \n",
       "16  与白虎共餐,自助餐,三文鱼,海鲜,长脚蟹,火烈鸟,麻辣小龙虾,牛排,甜筒雪糕,芝士焗生蚝,红...   \n",
       "17  蚝油干逼鸡,柚皮鱼肠,钵仔焗禾虫,钵仔莲藕粉,面豉蒸猪肉,酿大肠粉肠,泥虾蒸仔鱼,卤水猪肚,...   \n",
       "18                             招牌泥焗鸡,臭屁醋,酿豆腐,泥焗鸡,煎酿三宝   \n",
       "19  鲜无花果椰香浸鸡,红烧乳鸽,红焖羊肉,连州腊味煲仔饭,咸甜薄撑,酸菜桂花鱼,连州高脚菜心,蜜...   \n",
       "\n",
       "                                                 type              typecode  \\\n",
       "0                                       餐饮服务;中餐厅;清真菜馆                050121   \n",
       "1                                       餐饮服务;中餐厅;海鲜酒楼                050119   \n",
       "2                                       餐饮服务;中餐厅;综合酒楼                050101   \n",
       "3                                  餐饮服务;中餐厅;特色/地方风味餐厅                050118   \n",
       "4                                        餐饮服务;中餐厅;中餐厅                050100   \n",
       "5   政府机构及社会团体;政府机关;乡镇级政府及事业单位|住宿服务;宾馆酒店;宾馆酒店|餐饮服务;...  130105|100100|050100   \n",
       "6                                       餐饮服务;中餐厅;海鲜酒楼                050119   \n",
       "7                     餐饮服务;休闲餐饮场所;休闲餐饮场所|餐饮服务;中餐厅;中餐厅         050400|050100   \n",
       "8                                        餐饮服务;中餐厅;火锅店                050117   \n",
       "9                                      餐饮服务;中餐厅;中式素菜馆                050120   \n",
       "10                                     餐饮服务;中餐厅;中式素菜馆                050120   \n",
       "11                                       餐饮服务;中餐厅;中餐厅                050100   \n",
       "12                                      餐饮服务;中餐厅;海鲜酒楼                050119   \n",
       "13                                      餐饮服务;中餐厅;海鲜酒楼                050119   \n",
       "14                                   餐饮服务;中餐厅;四川菜(川菜)                050102   \n",
       "15                                   餐饮服务;中餐厅;广东菜(粤菜)                050103   \n",
       "16                                       餐饮服务;中餐厅;中餐厅                050100   \n",
       "17                                       餐饮服务;中餐厅;中餐厅                050100   \n",
       "18                                       餐饮服务;中餐厅;中餐厅                050100   \n",
       "19                                      餐饮服务;中餐厅;综合酒楼                050101   \n",
       "\n",
       "   biz_type                    address              location  ...  \\\n",
       "0     diner              裕华街51号(坤豪大厦北)  113.549013,22.802257  ...   \n",
       "1     diner                   环市大道南35号  113.595363,22.748457  ...   \n",
       "2     diner               大岗镇谭洲民生路100号  113.385659,22.787650  ...   \n",
       "3     diner                  横沥镇中环路21号  113.490648,22.735147  ...   \n",
       "4     diner                  新造镇兴华路88号  113.420533,23.034873  ...   \n",
       "5        []                沙湾镇中华大道371号  113.345429,22.908036  ...   \n",
       "6     diner                   沙湾镇青萝路8号  113.338118,22.913187  ...   \n",
       "7     diner             流溪河林场105国道彩虹桥旁  113.796863,23.746603  ...   \n",
       "8     diner                      N59乡道  113.348035,22.873851  ...   \n",
       "9     diner                  寺右南二街5巷6号  113.312575,23.117332  ...   \n",
       "10    diner                南大路2号百世家居2层  113.336725,23.010557  ...   \n",
       "11    diner                  前进路92-94号  113.277454,23.100649  ...   \n",
       "12    diner           环市东路666号(凯景酒店紧邻)  113.615535,23.556321  ...   \n",
       "13    diner                     雅瑶中路1号  113.224308,23.361589  ...   \n",
       "14    diner             洛溪新城北环路11号星坊60  113.292040,23.051189  ...   \n",
       "15    diner  兴安路3号广州富力丽思卡尔顿酒店3层(近省博物馆)  113.327470,23.116173  ...   \n",
       "16    diner               迎宾路长隆酒店2大堂1层  113.329189,23.001291  ...   \n",
       "17    diner                  化龙镇龙源路15号  113.451925,23.042001  ...   \n",
       "18    diner               风神大道尾保利城正门对面  113.160205,23.376712  ...   \n",
       "19    diner   天源路961号晨悦大酒店3层(广州艺术学校对面)  113.359467,23.184276  ...   \n",
       "\n",
       "   indoor_data.cpid indoor_data.floor indoor_data.truefloor  \\\n",
       "0                []                []                    []   \n",
       "1                []                []                    []   \n",
       "2                []                []                    []   \n",
       "3                []                []                    []   \n",
       "4                []                []                    []   \n",
       "5                []                []                    []   \n",
       "6                []                []                    []   \n",
       "7                []                []                    []   \n",
       "8                []                []                    []   \n",
       "9                []                []                    []   \n",
       "10       B0FFH8147M                 2                    F2   \n",
       "11               []                []                    []   \n",
       "12               []                []                    []   \n",
       "13               []                []                    []   \n",
       "14               []                []                    []   \n",
       "15               []                []                    []   \n",
       "16               []                []                    []   \n",
       "17               []                []                    []   \n",
       "18               []                []                    []   \n",
       "19               []                []                    []   \n",
       "\n",
       "     indoor_data.cmsid biz_ext.rating biz_ext.cost biz_ext.meal_ordering  \\\n",
       "0                   []            5.0           []                     0   \n",
       "1                   []            3.5           []                     0   \n",
       "2                   []            3.5        62.00                     0   \n",
       "3                   []            3.5        12.00                     0   \n",
       "4                   []            3.5           []                     0   \n",
       "5                   []            4.4           []                     0   \n",
       "6                   []            3.5        55.00                     0   \n",
       "7                   []            4.5           []                     0   \n",
       "8                   []            3.5        81.00                     0   \n",
       "9                   []            4.5        70.00                     0   \n",
       "10  GD0022530210200052            4.5        26.00                     0   \n",
       "11                  []            4.2        69.00                     0   \n",
       "12                  []            4.5       112.00                     0   \n",
       "13                  []            4.5       129.00                     0   \n",
       "14                  []            4.5       113.00                     0   \n",
       "15                  []            5.0       635.00                     0   \n",
       "16                  []            4.5       256.00                     0   \n",
       "17                  []            4.5       109.00                     0   \n",
       "18                  []            4.7        63.00                     0   \n",
       "19                  []            4.5        63.00                     0   \n",
       "\n",
       "   biz_ext.hotel_ordering biz_ext.star biz_ext.lowest_price  \n",
       "0                     NaN          NaN                  NaN  \n",
       "1                     NaN          NaN                  NaN  \n",
       "2                     NaN          NaN                  NaN  \n",
       "3                     NaN          NaN                  NaN  \n",
       "4                     NaN          NaN                  NaN  \n",
       "5                       1           []               131.00  \n",
       "6                     NaN          NaN                  NaN  \n",
       "7                     NaN          NaN                  NaN  \n",
       "8                     NaN          NaN                  NaN  \n",
       "9                     NaN          NaN                  NaN  \n",
       "10                    NaN          NaN                  NaN  \n",
       "11                    NaN          NaN                  NaN  \n",
       "12                    NaN          NaN                  NaN  \n",
       "13                    NaN          NaN                  NaN  \n",
       "14                    NaN          NaN                  NaN  \n",
       "15                    NaN          NaN                  NaN  \n",
       "16                    NaN          NaN                  NaN  \n",
       "17                    NaN          NaN                  NaN  \n",
       "18                    NaN          NaN                  NaN  \n",
       "19                    NaN          NaN                  NaN  \n",
       "\n",
       "[20 rows x 50 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_广州_美食 = pd.json_normalize(广州_美食[\"pois\"])\n",
    "df_广州_美食"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def IPposition(key,ip=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/ip?parameters'\n",
    "    params={\n",
    "        'ip':ip,        \n",
    "        'key':key,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'province': '安徽省',\n",
       " 'city': '六安市',\n",
       " 'adcode': '341500',\n",
       " 'rectangle': '116.1684358,31.51009635;116.8174446,31.94123761'}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IP = IPposition(key,ip=\"114.100.50.2\")\n",
    "IP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "- 思考：机器通过学习得知用户经常定位的地方"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def weather(key,city)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/weather/weatherInfo?parameters'\n",
    "    params={       \n",
    "        'key':key,\n",
    "        'city':city\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'lives': [{'province': '广东',\n",
       "   'city': '广州市',\n",
       "   'adcode': '440100',\n",
       "   'weather': '阴',\n",
       "   'temperature': '19',\n",
       "   'winddirection': '东',\n",
       "   'windpower': '≤3',\n",
       "   'humidity': '81',\n",
       "   'reporttime': '2020-04-23 13:52:49'}]}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather = weather(key,city=\"广州\")\n",
    "weather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "- 思考：机器可以根据用户经常查询的城市进行每日推送"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tip(key,keywords)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/assistant/inputtips?parameters'\n",
    "    params={       \n",
    "        'key':key,\n",
    "        'keywords':keywords\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '10',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'tips': [{'id': 'B00140WEW0',\n",
       "   'name': '广州站',\n",
       "   'district': '广东省广州市越秀区',\n",
       "   'adcode': '440104',\n",
       "   'location': '113.257331,23.149243',\n",
       "   'address': '环市西路159号',\n",
       "   'typecode': '150200',\n",
       "   'city': []},\n",
       "  {'id': 'B00140VAP3',\n",
       "   'name': '广州南站',\n",
       "   'district': '广东省广州市番禺区',\n",
       "   'adcode': '440113',\n",
       "   'location': '113.269114,22.988374',\n",
       "   'address': '南站北路',\n",
       "   'typecode': '150200',\n",
       "   'city': []},\n",
       "  {'id': 'B00140WBI1',\n",
       "   'name': '广州塔',\n",
       "   'district': '广东省广州市海珠区',\n",
       "   'adcode': '440105',\n",
       "   'location': '113.324553,23.106414',\n",
       "   'address': '阅江西路222号',\n",
       "   'typecode': '110200',\n",
       "   'city': []},\n",
       "  {'id': [],\n",
       "   'name': '广州市',\n",
       "   'district': '广东省广州市',\n",
       "   'adcode': '440104',\n",
       "   'location': [],\n",
       "   'address': '越秀区',\n",
       "   'typecode': '190104',\n",
       "   'city': []},\n",
       "  {'id': 'B00140TY64',\n",
       "   'name': '广州东站',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.324981,23.150597',\n",
       "   'address': '东站路1号',\n",
       "   'typecode': '150200',\n",
       "   'city': []},\n",
       "  {'id': 'B00140UERW',\n",
       "   'name': '广州北站',\n",
       "   'district': '广东省广州市花都区',\n",
       "   'adcode': '440114',\n",
       "   'location': '113.203846,23.377273',\n",
       "   'address': '站前路1号',\n",
       "   'typecode': '150200',\n",
       "   'city': []},\n",
       "  {'id': 'B00190AYI5',\n",
       "   'name': '广州路',\n",
       "   'district': '江苏省南京市鼓楼区',\n",
       "   'adcode': '320106',\n",
       "   'location': '118.770105,32.049999',\n",
       "   'address': [],\n",
       "   'typecode': '190301',\n",
       "   'city': []},\n",
       "  {'id': 'B03170RV0J',\n",
       "   'name': '广州路',\n",
       "   'district': '江西省南昌市青云谱区',\n",
       "   'adcode': '360104',\n",
       "   'location': '115.937772,28.620635',\n",
       "   'address': [],\n",
       "   'typecode': '190301',\n",
       "   'city': []},\n",
       "  {'id': 'B0214080X1',\n",
       "   'name': '广州路',\n",
       "   'district': '山东省青岛市市南区',\n",
       "   'adcode': '370202',\n",
       "   'location': '120.311271,36.065385',\n",
       "   'address': [],\n",
       "   'typecode': '190301',\n",
       "   'city': []},\n",
       "  {'id': 'B001407723',\n",
       "   'name': '广州体育馆',\n",
       "   'district': '广东省广州市白云区',\n",
       "   'adcode': '440111',\n",
       "   'location': '113.276676,23.18129',\n",
       "   'address': '白云大道南783号',\n",
       "   'typecode': '080101',\n",
       "   'city': []}]}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tip = tip(key,keywords=\"广州\")\n",
    "tip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "- 思考： 机器通过用户经常输入的文字进行适当的引导推送。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "应用：路径指引，推送关键字输入，推送每日天气。"
   ]
  }
 ],
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